{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import transformers\n",
    "from transformers import AutoModel\n",
    "from torchvision.datasets import ImageNet\n",
    "from tqdm import tqdm\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "import inspect\n",
    "\n",
    "device = \"cuda:0\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Load model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Ensuring all 30 repository files are available...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "eaf6d72b6b9e4995b4a3350008eb1745",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Fetching 30 files:   0%|          | 0/30 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "✓ Repository files available at: /home/nickj/.cache/huggingface/hub/models--amildravid4292--clip-vitb16-test-time-registers/snapshots/4e7b7587c63399aa088f0f825aba1759aaafb9ac\n",
      "✓ Added repository directory to Python path: /home/nickj/.cache/huggingface/hub/models--amildravid4292--clip-vitb16-test-time-registers/snapshots/4e7b7587c63399aa088f0f825aba1759aaafb9ac\n",
      "✓ All 23 critical files verified present\n",
      "✓ Python files available: ['__init__.py', 'constants.py', 'factory.py', 'imagenet_classes.py', 'misc.py', 'model.py', 'modeling_custom_clip.py', 'modified_resnet.py', 'openai_models.py', 'openai_templates.py', 'preprocess.py', 'pretrained.py', 'shared.py', 'timm_model.py', 'tokenizer.py', 'transform.py', 'transformer.py', 'utils.py', 'utils/utils.py']\n",
      "Building vision tower with config: CLIPVisionCfg(layers=12, width=768, head_width=64, mlp_ratio=4.0, patch_size=16, image_size=224, ls_init_value=None, patch_dropout=0.0, input_patchnorm=False, global_average_pool=False, attentional_pool=False, n_queries=256, attn_pooler_heads=8, output_tokens=False, timm_model_name=None, timm_model_pretrained=False, timm_pool='avg', timm_proj='linear', timm_proj_bias=False, timm_drop=0.0, timm_drop_path=None)\n",
      "Custom CLIP model loaded successfully!\n"
     ]
    }
   ],
   "source": [
    "# ViT-L/14\n",
    "# model = AutoModel.from_pretrained('amildravid4292/clip-vitl14-test-time-registers', trust_remote_code=True)\n",
    "\n",
    "# ViT-B/16\n",
    "model = AutoModel.from_pretrained('amildravid4292/clip-vitb16-test-time-registers', trust_remote_code=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/nickj/.cache/huggingface/modules/transformers_modules/amildravid4292/clip-vitb16-test-time-registers/4e7b7587c63399aa088f0f825aba1759aaafb9ac/modeling_custom_clip.py\n"
     ]
    }
   ],
   "source": [
    "# locate cache if you want to edit the files\n",
    "print(inspect.getfile(model.encode_image))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Model metadata\n",
    "\n",
    "patch_side = 224 // model.model.visual.patch_size[0]\n",
    "num_heads = model.model.visual.transformer.resblocks[0].attn.num_heads"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = model.to(device).bfloat16()\n",
    "classifier = model.zeroshot_classifier.to(device).bfloat16()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "imagenet_dataset = ImageNet(root='/datasets/ilsvrc/current', split='val', transform=model.preprocessor)\n",
    "ground_truth_labels = [imagenet_dataset.targets[i] for i in range(len(imagenet_dataset))]\n",
    "loader = torch.utils.data.DataLoader(imagenet_dataset, batch_size=100, num_workers=4, pin_memory=True, shuffle=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Without Test-Time Register"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Evaluate zero-shot segmentation performance on a sample of 500 images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 500/500 [00:55<00:00,  9.03it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.71328\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "with torch.no_grad():\n",
    "    correct = [0, 0]\n",
    "    for i, (images, target) in enumerate(tqdm(loader)):\n",
    "        images = images.to(device).bfloat16()\n",
    "\n",
    "        target = target.to(device).bfloat16()\n",
    "\n",
    "\n",
    "        # Pass in None as neuron_dict and 0 as num_register tokens since the default is to use test-time register.\n",
    "        image_features = model.encode_image(images, neuron_dict=None, num_register_tokens=0)\n",
    "\n",
    "        image_features /= image_features.norm(dim=-1, keepdim=True)\n",
    "        logits = 100. * image_features @ classifier\n",
    "\n",
    "        pred = logits.argmax(dim=-1)\n",
    "        correct[0] += (pred == target).sum().item()\n",
    "        correct[1] += target.size(0)\n",
    "\n",
    "\n",
    "\n",
    "print(correct[0]/correct[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 223.5, 223.5, -0.5)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "im = Image.open(\"images/shark.JPEG\").resize((224,224))\n",
    "plt.imshow(im)\n",
    "plt.suptitle(\"Input\", fontsize = 25)\n",
    "plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = model.preprocessor(im).bfloat16().to(device).unsqueeze(0)\n",
    "\n",
    "attns = {}\n",
    "def hook_attn(module, input, output):\n",
    "    attns[-1] = output\n",
    "\n",
    "patches = {}\n",
    "def hook_output_patch(module, input, output):\n",
    "    patches[-1] = output\n",
    "\n",
    "\n",
    "# Hook the last layer attention and output patches\n",
    "hook_handle1 = model.model.visual.transformer.resblocks[-1].attn.attn_map.register_forward_hook(hook_attn)\n",
    "hook_handle2 = model.model.visual.transformer.resblocks[-1].register_forward_hook(hook_output_patch)\n",
    "_ = model.encode_image(img, neuron_dict=None, num_register_tokens=0)\n",
    "\n",
    "hook_handle1.remove()\n",
    "hook_handle2.remove()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patch_norms = torch.norm(patches[-1].float().squeeze(0), dim=-1).detach().cpu().numpy()\n",
    "\n",
    "plt.axis('off')\n",
    "plt.suptitle(\"Output Patch Norm\", fontsize=25)\n",
    "\n",
    "im = plt.imshow(patch_norms[1:].reshape(patch_side, patch_side))\n",
    "plt.colorbar(im)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1000 with 13 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "maps = attns[-1].float().squeeze(0).detach().cpu().numpy()\n",
    "fig, axes = plt.subplots(4, num_heads // 4, figsize=(12, 10))\n",
    "axes = axes.flatten()\n",
    "\n",
    "# Find the global min and max for consistent color scaling\n",
    "vmin = maps[:, 0, 1:].min()\n",
    "vmax = maps[:, 0, 1:].max()\n",
    "\n",
    "for i in range(num_heads):\n",
    "    im = axes[i].imshow(maps[i][0, 1:].reshape(patch_side, patch_side), vmin=vmin, vmax=vmax)\n",
    "    axes[i].axis('off')\n",
    "\n",
    "plt.suptitle(\"Last Layer CLS Attention Maps\", fontsize=25)\n",
    "\n",
    "\n",
    "plt.subplots_adjust(right=0.85)\n",
    "cbar_ax = fig.add_axes([0.87, 0.15, 0.03, 0.7])\n",
    "cbar = plt.colorbar(im, cax=cbar_ax)\n",
    "cbar.ax.tick_params(labelsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_map = attns[-1].float().squeeze(0).mean(0).detach().cpu().numpy()\n",
    "im = plt.imshow(mean_map[0, 1:].reshape(patch_side, patch_side))\n",
    "plt.suptitle(\"Mean CLS Attention Map\", fontsize = 25)\n",
    "plt.tight_layout()\n",
    "plt.axis(\"off\")\n",
    "plt.colorbar(im)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# With Test-Time Register"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 500/500 [00:55<00:00,  8.98it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.7129\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "with torch.no_grad():\n",
    "    correct = [0, 0]\n",
    "    for i, (images, target) in enumerate(tqdm(loader)):\n",
    "        images = images.to(device).bfloat16()\n",
    "\n",
    "        target = target.to(device).bfloat16()\n",
    "\n",
    "\n",
    "        # predict\n",
    "        image_features = model.encode_image(images)\n",
    "\n",
    "        image_features /= image_features.norm(dim=-1, keepdim=True)\n",
    "        logits = 100. * image_features @ classifier\n",
    "\n",
    "        pred = logits.argmax(dim=-1)\n",
    "        correct[0] += (pred == target).sum().item()\n",
    "        correct[1] += target.size(0)\n",
    "\n",
    "\n",
    "\n",
    "print(correct[0]/correct[1])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-0.5, 223.5, 223.5, -0.5)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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a8546AWnGXCHlpGTiXB1ZZjBrV2DFYTVdKAiFqDp+IE5PoeoDaL1DVTFGMoY5JqQ1NNfk7cTbgh8NCsdieREpyrYQD6gIKKQJmiZrn1DoLLzxJe3xQkFn6DZHxS5OCqqhrbvAskmLmWy21rDPafCsWziT3U5HWOmGeOrfqxaNWIXLxyymCoCnDg2A99YcuCM0hWCGjiym4TjDoMBp/p0ji805NQJaYURhhA4jxskNpeYTzN+AIqH9Fc0kaLGF9kMiNOR0puJCQTdnTqFdENFS+zc+S02moXWBomOOPQQYj5jozkSnm7e4Gc7QdVJrSpiQwQ5JjaqixpjTFd/ppg+k5qJYcSj0CFt1682RnXsr9vs07WhOw6lUDWac2vZpn2uT1LZ81yggi6oXeMiTrjg+26nHNDURxWx1n7yPImC5fnW8AuHimt5G2pmKSSZCBqpCtA4mC6EQ09xPos6YYSJUdYbr3bkKUOArRruqaN1MpSarGkRtnyAo32nAHY7fseZYamqdZIaGnwLpW+xZ8ISQUeomWLi5pqG5wqEuQNXxJkYqOMeTjM0vzVHWtcSJZLogG1P9BKButkKYzMjg7d0ZzJyoPIkIvj71uVABUjfF9fLMjPcQGj6hplDs+yBrQnMcu9m2UCI7KEMMj/c5TAC7mAqjt+tg1zFCeEzaMJrxRGCihWXTTHbV6vJu7dXMR3DNxwGnbn8NwLnkRUUkcbuXVERde0VBMP5HbcCWp6nUBPFJANgApqFANEieSDjEdL1OUqNQ/678hSo2pHEMHqFdhxDzhQiFmSPKZD+ahpmq7ZnQ0WTcFWl8MnmaYA9pn+a8gm8EhpChqh+FJYifgoGESizi6UrFEJ0MyCecin/pI8BUYFbhzHVJMS1wrrFrWvau9oNsNCPMuePYRENaJUKUOYXGHcxf6gRQaN+eD8ady3JMCeEwhWifDKVsQJEWSIEeHxEfbO726iqYpEyskFOBmsPRlyIK03LV1Kh8KKdV0Tpwjeuowj1gRYULrgFXchXE6jWxQcpWUEj01pL5uFBQjuP0MyXcKOv+CE9niUuo8/MxpjMDEUnFBgW/qTU7zXDvVI1ptwXZKsDLHihNXVxkxVEHtgOafg76glQk4A1orkRjMwI3m6+LJ9egtzkx5gxfVNKZBI7NmeY47ok/vZiognk+Uio83tEsybCmM6GhwJyKpmYDJMMMLYe/A35CyGM3gSkqIe1bQxxDicg77AtpEvZKwCWq+EsVAfxjdeFlWpJvnDuVzamT7+qcMSfbPUcOl2/7cM3kAFfjT6YlJQ9YGYRIh2LG/GhRyDdSCJUXy78+Zi820gloM/g2dwS2PURGHmd9H6bal9Xpbsf2/FvA46iZU8acQej3cSmZmRSgaLHpSjPgDdfiGwUFTQAU1NwmqGmv3Puisdrymz+bzCKZuDEeEUG/9FjfdKemxLaM1fQRTN4FJclLFUPNmd8lP1t5iayMPAgPwQzKR3mqaMaUpsJMnEXJqsJRfc1VUA2daAo/+TWD0XATipigIJNIbIGbZnqaLdzcJosi4xo6acrNIyDNjGugtkoybZ5upJjMQiHgCS3O78nmh58KdExc3CqwNtN8G4qZyYVqa80DOlaaxxyOOzPxmactAeMcsO8mSJqwvzRtEwQCQGc9s6xrhwfJTAE236c2SQcUGDa3HkoQ91rD9DT9WSqrM3BJ7PR2tJ5rbLArqzbHLq4+6vR9kTRBq5sdP99CIRmad1wkt6qWreH3RZGTqk0kMYWqWI9u8bzGZ2SbWndNF7nOGdox2QnZmGNGLeSJRGo3uZzoB7GuInLLoqZ/bN8nX6SqlXPKMQLVjCEQISHuiIUx+/KmNCJ1wjBm7g/OekT3KTB6Jk4iZXEhtMvsVG0etM9yn7X8Dkj4UKrcA0xDCmJZvjCG4OqPneScTYe+qXAbaexynIpqvDSdyqEgo8LD/jJiW+cQDkqXDOybJ7PQ9jTXHuaJmOVhwUmhcTIJF5Bq+MqWV8p+1PmnTp5mIptZ2rT5SYNFnBhdOWOjHROJYTwFVserajrohTZo31ueGqSsx61nDrbcH1WEMI9WeIEsnzls3elphryBgplACPngX1Dfe8IqcJ+nW10pmMKDn0w4w3fFxPXqsnWJbcl6cpcbTFkdwWiS2XNHFtwjgz7AgCdCxgpgpoJDD+Ve+htK6oDTTirMPgHfg7LhoBBSn3vimnpgQm+PFwjAKwgFdYeHTci1Ajp5SGAIIZd2QPhxjRJSktQ1/pHgWyE9vcXTbhdddhJFSEX/GkRtDqTV9OTuvpgvHX00AVHwzFiYunNdCtoouYdPwkm2ShYfRzkGKmK5dmAs0xi5eNhoMUnRLst1STiKqEEq5hzYp3o8nK2lE2dyM2q4jf+7TBQWLdTiFN1ofjowAJ3JqNJ8oDGfkDiO2c2PujoHumvGOyhPBQKzs5pwBBTDQjFhGjGkMo2iGwqJnejgJyj6mFoLk1gTaqoNqjwBWd90rvtZI/p31LYTg2Bx/AezLijQ2I+O5CPOGBVaBIFC3JRKfDYYS0ZTicNt30HnoIigS0OH+QJ2Hba1NHEimX7uss0hnMHB/JufVPO0SGYb5iER9N7idAcRd4VpEXxiYOwCDBqwNU/kTuv02xnZVNOOKT7hhvSTizpd0DcyPYS0wx21+/DIR8Squ6TC0l0rFj+pW99XmzftVlKZt4Zdn9zN46EQpi8XSAwGqqzIzycYOrG58KYws7B5ibU3iIXEO+PeidcK7DohSDO4QDCGByVID/4YqoRk9JFN0d6lt82iDRt62/xUcV9Zeag9XijUcDl38rXWVtuVpDUHSBPPcIyo9l5uyIQiD8lk2IhNiJhtkdDAuBlUAFGlqbgkdoIfi6SF7eaSE2CfmaMNgawWn+4o2sXnnDZYEwJEbtpCh0vl5o5rKWtG+CDUYTRFMRhZ0xDHe4tXVz++EglSC2G02ZwmZFu3DymbuSXG5FPQBdTVIi/4+da7OcnmhLijlpES4YAHrQo2r/DNtCQuAjp1sumM3/ZwJ7KEM17QPKNgK8dnbTlPBEO1PciDAPekILogTomMyY+99udaM3fdTmY3l+OZrUuKeudamME25xWHVmd80wMrmgi6R8ztY6Y2x130RdrpiAH+PjcVsyE7XmuzsFMq4sNNoQAwBIF/PD1QJxlw3FCPnBFndW6y0Dk8atD3QS1OXmAMjHlDAgnm3x0mprTVnBcjxK13U/7m7sxcyavCDCOx54KLdGfG6o5yY8wWiSjoCWB0D4edOtKERXOSb7Hvuv3tWDFL1BSZrEDRpfvWmoJgASfGqJumwkXrwpgMTZdch7oSWcPISZiuLOgwx3rquBQ2iuECcPdADEgqnY2EYFRs4zY3v85ct4pbRVoDhtHakBSyrYmZKidNSnhUe4Xoo1hXitRg4EBZeWgF6+sSDMuekeWdY/fxm8dn2ycSGx9jBSg1Nz4kLYJDSgF6aIRxDM2JS4zla4q+yCQ4RmFImtoGowrSVOXMeOFdjHrItc9Z4ce5Fh8JMnpgOQmGhEzYKZCnBEis06JXnDGEaQzxDNz3IZRSFNHW4bJToWUJ3+dndeMpMJEcix0q+W6emCz2qeQW+PNuRQuhtyoWZNzF56PCNEGkGaZAX6p4T6XhiF/KvXCtLnBzwe2AhONZMg/iBUeJ+WtMOV73AOAVH+HCyQlKNaNnIs8HJRKOp7IAFpDBA95jYVBl2tGamCITJg8+zTU1hcwCU0mMkFAaNX/X3Ed26SIqnM1Hfw11gqQwced6ZbB1Xv6UavAZrj1ovqxf/OQx4KH0Spt8PdNzfBduBSeiQ0fSo/90ItdkZOb4Kh7BSBpEOugha64DB1swwjuksEpcdcpTYGKl2/Djruz2XdsrRR8F2CQlMfzvMKfw6NbMoTunQj3jGTyqLiLL2GllEB1iWhFZI1dVOD1jsbfePCvaY86FkRmKgYHh73U3JwxqLUjpbk5sm0OPb5MhgGulCc1fZvKexTvba7tOM/O4PW+T5pqhoHfTwq6aKXBN7DMF0La+cnYUxjGTqDRYnmk7qvDThWSyC4DZEs5L4tS0KKDWOqrjPcx+trmxZ2zUJltL27YFwmo6yAJTfG8rEyIDiT0QpiA447fQ2laitejPSLNiOWWWeTetSkcS3DHShEEFZjah3KcAmeZ81QmNOTgWtmQa4Vil89a5vcJOfrKPhaEe1ByPdadIE/TeI7dBdWDOkjBWuKp66LMKHJ+na+ESigFPd1vrgWM8LQqA3htu+oa7MbDPiTk0trl54mV3IQ/fb2NYLuChnifB3APfN8/n2HJptDSFKW/OCWaF1MBT5ue01qFjWm6BmxqZ37TgpJ987Ff6T3zPwZNMsnZAoWP4J4yOTLXLTk/22xwaznWDS0PbGuJUMzMAgadEwniKVVqo0dfVN6TSsKuFmoqvQzxfi9nZRWeyn3MYfs4WSg7zKjDd3CxuFosV2t7v1ztTGHoL38Vj2isIBTLllN71Y0rCCL9MGb1ocrHaQhQSkOAWFWbGf9STgkj4Usb3n7POLF5MYjGnI2eXGsW6TLIzzi6lvDVmJRbNLzQaams5Z4m1KnJ1OU+uvwj87EeNMQiC5mOcsOn6p6E3h435sCaHG4XvAt+YjIRFYBbYFRthHTLnEhqMPUA/AgBH4ByEz8SClaYDR3QvcxCE7oxFxc0qEdmiCwqYOUELfGCJcNCIMpkEGYppLQSCCYU0BlT4InI1uGcudbJcisPPCmjMoiEWxgVncGGfpnmQAoDa8Hp6qaeZAJ1LU1FEL5FkCMQbCsmQY3EVLBQu7innkKGqUs0/BQXihFPQZvmrwWP+00/I5xryVDMjN0BAX1ypYBJ8JjVpV+zgsQT3cBxgyDhXXkmckUvisFahPR6ggDHBlGbMtqyuamk2B1m+Yf/rqSfnlkLV2ChxQhMPi4lDAM+1cf8oCq88nHztv0EKAiOQKHAGFj3zpe3xQqERcJVplq8DmSQWCiRzW9/wXQ05Q8Kb8SyPRaJSPgswIlLi2Q94bEPUZakn53nQfAUZpbSGRiLXF4wLti0cX8UQi08yzTswmrNUY+qWsgnWrVFobDLXGqGYAWWHZWhRud60Dlh8Y2G16K3bCU0TXpVFkPkLMkRUBZlpGsie7FEqZPy0FycDZ47xdYMnmLkQ7m5z1yRCwsO6ME13+OfSixnFtV6dQNsY0z2CadajMzxzFeJMkHjiyoStI3NWm7imO3YLSTQERGGDjjz0y6Q9PzK1p58YKGiahRDOXa0vctDAcYElmDXHSbooZ6FzD90G6QlBU3Dbt011uL+txEgxYSrMSNxHOuxNI93n7vi9hvVSfDPIIL/UqLFDNCqQz8x0pECICLsiuLsrAXaKT/jW/RZJ5qhqGdUCt4/Dna06ci4+oalMCqzMHtF3a91wfc4Io6WINx8Ek79aOLwlcKys2asJ0LdVzc0ZQpO+JFuHunXB6V8yExsMZ5dFBQHEgh2adMtkT1TCcGVJAt45dpdpPn87TgIwi4kuzr93b493NIfILZ/5v2b2l/VLSEDUSjS4Fla4LgWH+pkysqGXTTGthYRpX6vnM5hzdgowS2zehHrauPepNRIpGVxd0vDfdy12/HoOZvZp6ymRnfBaY2ksLYByZt3MFEbzj8GymBzEI7q4RsC1YZtF7xucbcRsUzMxIjOGYOnyvbC+dQNdzSP2Ve8cUtuMwlwlBzGhZGYaZu6bXtxwhUVOQRqm2p5Qcw7zBkWgAp4mHJ+b3FUXVs6Epx3VzVbb3MQweU6zGXHPnTlX8Gf4oO/5AW/36w6aDQaKL0NWzU8HY/+rD4knmDRniLhJc86oYUMzkZnJXEhMY0DBjBSuLMCZoi2pRbST466aoInouMjkdzgLMD2IsvpG6nqolMBnMJFz6c1hPOcCq4J2BZVoUkunLDlx1D4SQS2r0GDRU6aweIdRgsWfiQW5iJLkEZMMveAmRSL3JRzguVOu7NDh6nkdmwWiDCYTCn066xpnfK5holwieFwBES+dIdAStj3NzNobRqMwsznuDDQQD+gAS3i4CZE5DAIvxGfDmXNai3vP80nE+msQXHyrhihmc9xXhbjQe0x7hdpHVXUgvmpiXSHG2hTV9FLfXnUUg1oixFoYDKFJ3O9pnVcwGSJYILWQI5XJrq/d7z2n60qXT4snIq7w8C6HiWBrMvXjuEXfKQKxPkNzT2Vs8WtMQYuG/+D0Qa0+zS4HFcjXGM53KeAWqUPZSlzAZEy+R+1AyzaVTiS64kBYEaOcRyoIQtdIoVn0igIHKfug+Z7m+kPwyOq0DK24rKVMY5n3wzCuyoaW4UsSgZZ5xyKLaaiYI2tMeTWHBMPBYR51K4tutmr7WMaJ+P+yDWFS0odolmCWxVQnyxC6kKge6C3LvqQD9/4AyVK08AQAkckcJ2VFRPJx+Qkh5EPIcdNHdRy2wKXMmyeod+QNtR+tpwX/W1HYscYzaSorlhAlThxkscPcBDmwVOvS+qybmoQCSGNdrQqTl7RXdDRzIkVL8QVYLs1EHEmFGqtC92lKQUtgMzgLQBp7yT+oKcGkZhyh66Ki8B2S4VQBpJYMQrV5zNSy4uimJITp2rqURVWklQwNCCqS8mhaaOUe9VeUqgTiJoSFzSWTMx4lGFc/7vZ0WJlJieW2DREu3bSRfYzoJzRqrKLLIp0GMNwO2XoeJGL8JKCKTObIU4iHz5pPXYpzrkoTwMKX+Ts36oCd3P5pDks7NptT1DTgQ5SYH4XTJyCBPsFMADs9yBqaSKeuNp5GktNP7Ilr1adJ1Gs5vu0PWRARTV3guPaNjHjVwmWnvyuxO+JKsyZsXHCBc/Qn6fztndqnF3aDl5F3PJ4Fzow4s//bd5OCtGSw53z8u0ie1Mpxw3RrWrugtw1z35HmPu5LKisKCydu3Utqz2n7MjRoOFkYlt/C+u4nJls3WbnEiSWLvqVgnsMMVa1vaH1D7xfsYw+csNBcWO0mVaD3IofMrBclzpFRuBSw/KLBTMIdZprctg1jTtxddwwW+XPobr2D5kX105/N3RMUe8N053MXo79R+EoTBis0XL28eAMjmyZEOro03M07UAk8Cqx3a68YklrUivKF6CpLQyNJNW5hsot2EeoMiZtYpPneoovQoVO0udBs0o4KSWZ27/QSxJyIJdEZ8rvK2w66Qg1xjZ80M/FdScbhL3nn6T9I6/HKvBclh88WorSohliQmwYE1Zkap4tgxkRMI/TeVjemwkwVZIyr1odcl2rmEoCfK5J1ixOlRrFA5T/+056cax+BL9TqOSsFKhMgjjCRTpJJoCoQ1DnKKKbNzij+JwGfZfMTR8XfKcutuEImxKJ89mwamxgSuBjXSz8LmtfxJs2Pze98sCGbpA+DPgK+zMO8KL81GInTaMzZtBGwGmsUilwnUSZaBL0iNO4Jyxsgg+UWi7jJ2A1Um99zMqdCh1X5MdOnYzyBLYlDxswkIvxsI+diUoptCMFV/GuOIq4XuNBTTzIEzIU742RseycPlHZZOZudkhAaviJ9ceR5U+yeBpbFNqXA9pQMncX7rgFx8SqpBdbihSAr3+ReoSoidkaYUFynxkkiz/dO0w9YWh5qjxYKLek5gVZUs9TW/AvVMCdUyUqHbWEfyFohzowIYH/i/lKSiYeNT9piwyx7mj+Fm8mjYrJjCSejFK1uZejZ5wEppQgGaGwclDb1ygsknFW0dxtSydqn/5N8MrlcVo3MPRjDfpkgHNf5B7kLSdK1EBhRT0dUKw/A6BiU5BwnNi64Kgc0Tfk+JrMrlSvnqAtbf3emE8f7wuyt4+mCVGLscs40Oz3T/MsFRtwP4hE8+S4uNRHxMEyO5WNPRuHYmxO6aPo2J0R2d/FeOINzJohkYKHEUMkJAY0YpcLGfEQdUZbEORdPmIR3ZDwvIPN31GGHgi+xglQ8BBZiObRisU9pEZi+Fk/QFHfuDx0LlVr4NS/UMc14TLuoyBI0BZtsufeCpTRIked+GnbYBSNJ+jRZ4Pk1HgaOZvjRxOqyQRV3+4DAixuGAoJg5GScrAWdATMc0s079FvM5oqIRklyCEOZ7eIeBUqATvKqLhIh1JyIwAIQrNaT+3VaCgUeJK10vGOMX7xjPidTCEecXLjrhms0TT2mPVooiNiVXHNqieBBqFQGOMla8nAtUQDVAdHmRadcs5ERU5y+qHDQUcTDPw+Bk0SmcjgxFABTkKgKtm6uounlCsSfVbh5KVeIIFYn2IiXp5QNmqVmSCZqDp/M2wD5hjNJ8Tml8IOvVWQzs8k+kcXapDxnGmiPI3tZZ2HQQVSThf8QZoUgq1jaDD3DIg/zdjWaGSoTIcuTBYAkhNTtGOdukU/+7ixsuZqXnGmxBAKL+C1JdR0l3hIIB6rvmN0Kx/nanuSmmhNVJSOgUMwonY52Se2SCoGpLjbajj1wojlM5khncm82h31OsPDbCJbbQmBIiSOvVkpqTCk0TJPuvUNVorovF15zM2iwJM104hecPiQCqm0M5rKUWlMNhlusj1Nvw3OQFV5iE7cyMiPxSRkskcrI8LwAq5g7wvSpHmU3wj7HgXww5jn5KYN7FudpcSYY5uDpuGD8pVRU9/nP6Pedg2FSGK7VFThBU6BaFytH7UqY5UXZSU5E0Zp6zkHDJluY9mz9brr0LpmdHgURWea7yu6S0MqMCAXljNGQeM7C1WthSe+YkfafeM8M98e0V7pkxzCMR+7A03sCKBDx+G7+Ur6TfObQyb1+QGYCL8KWxMwfaVI54HIZW9e34q9Y4v3VHzpNAAskw9LItN+xk6SAnIMj5aqM+a/UtI3x3o8qKoukoCmLrs5w1N85ZhknvtOiRXJ+hfEnteWAwXqKeYq9BjwqBERwz6R3WM7yPHut6BM/H9jZd4A/beTrwAUbKPDqlHmCvTdZ5z1OAMKQP6FgS7kZxBL7YBNcZ/LwyrUMFisN7Rag0iEhGLmmMKSAM7xHS1h9cEeWQZhWEKF8lmaspcucg4gfvIqgoXCv1oHjykMJ4FgZOVjNOqbZI2zm3A+OT7+GS0QsMCfjWvxbq5P3QX71QKM8g3h0tueLTMeFxE2JXJGl64IvE8QbXdbkUAvryz3Axf4xasteTGXunbnasT1aKEzAnErIuOi1+RZOupeLHAhGughxe06QpgABrKCdOYgAgXQUs1BiZ6K9hPcnblkLoIlnGPs9t0AE5a0TSTMHNTson+W8WY7XopoZP22Pj+zs0G9atNyMpp71KiWMFYj7eSujtq6y7DAvrEmuVxk9OWoy/LzHYcazSoOyj1FduKl9Rg+AyHKbWXkwxopsXL5fTF2ESTi5yONCk/Vs6Gl5I5s0TO552CoblkKK1b7NaTgMsqRA4VhzQprg0jdz0s9pppLIEleE/QUKoKUm66GuNCvZR+T+iHyNTBQiEzVTT9QCGynSw3TofWSGs8ePlKmrwzvg5VqnKeotEvPE6SZi4p1ppFkpYZInN5+aKsa4ruhkKz0wTet2sAQ6TSMx0aQ/AaLqgII3xvUstFiOgBn3kQvvHlZkOMVLhTR9AAAW64CbPQEP8XUN/eKmrt47xjRLR4tgmLKsYh6utve4VEeNzEeEArO4Ygapzul3x0Mx5OqfzQjEGHA80mnzagLsexBWXGMWQo5r5b45v5gteBkEblhYzaYhnP3kG7dbPqK9YvQRmU3IrbC5rSzKUT4SO2inW3sKJsI33Ya2LKxsUN24HI3SX8sEil6kqUFR2yAyteIEVSYSKLWKkFGwmGNbN9PcPRvChiNBiOTcQxWQ7KvOXNMUQkvRfY+I6zmlEGDVdAXi5pnJaxCApQBXPpn7xL5aJB3R9htzpuPOKzMW9hSMTJRp92uRNjLmEHGh5TAJDGSH6/56lVHLdPXIkOGORThhllmy+6pJh8pI3NL1sxFXgJEl0cgj6StxMRVmE20WKRRHck3zGIuUASmExJlclTGqno0rbl5IXDTBwtO3+9yU4YSGxXnLmSsoihBWS9Xa6Mffp+xUwEeJ/V5PjvYOnbo6qnZLOPt+xd4lA0+/Sd0KSanDDGKOzWdaKgYCTzIkg6RTGVm8UUIAwpMjy5rVmaQibnejudVkeppSLQ804cZWA1NYz0hhSoS2ND+Z9s+MbN8ZVexqna8KJkBHcNCV72/TdCLbOm2zrDaTgiXlFV440wV7OMMZpuebLM477WO774ZmvaGrsHu39go+BQl7bzi/QjtwYrp3RKE2rYdP+V9FPWPGjOYgowxGJRkOVmZlI4imNlxs+DwMktQ5/4KW0YvGZQZ8Rw6j+Ia4UDBE1NhsPpmC6SAQJJG3CZVO8XW+02bpPZORFtkX0JwaQiEyNX1vKKdiq1DmWqrFAiELczbqHIjaEGUGcs4GBktIotnc1llEnOSxnHZgjedyOqrODJqHNofAoFlOi0msiFzOk/1wYuzUPxtzxL4+wBJKr4kjxjtyogbbjFdlH1Qj3OpbunJG3i3Pnpf3JKB9PAXyXonVLwOQUcFJwU4hULWTA1dQU9LL5VJa+i/AWQHgTFzIdQnfEEgFpUXiBBJdhPAv8jmEAiIDOOAlGdQwPKu3NTuZRKkPVWjPkFuWyy5AScFDGJHOBaaI+OQoJEmH9H3EhLR2q2njr8OVn5WLkNkPMNmtWABysMWuT7NSK88Gs1f62bgHnqzIABBfX+MJWgCUgBaW0E6ib8t1BC9rv6s8BQI/HKsVyQRmGiHQD+RXtWGRbkhRJty6myL2AvQoOGtot7VmqdzTy+l6JbvOUhCzlbAvY/Y776ItF3Urtf4AMOk9mXkTwaVtGDCTUWdxP5BBiUf+2NDNGcJc2DnNAtQiExnToUiGJRbNQPyRAr2DhFCduPSOvl0wZMdU0w4iuXvB6PtIocMEZi/aBg+sbbOy6DrhceCpmRlsbY+3ZjXfRxT5cpZIabQQcWqIBlyaILwyp79PU0nrLAxX578KBYjg4oUGw3REyeRTaOrJP2QW4k/559WpLtLQm2W+qjMRkwumtIjArYWy8FcAGX7oyQm8SU6aCSSo5w+7NjllEdE5B8BLiZP4/aTnws/2ZRxs7+bgZm0l3iHBagMTbuJCMYviwNy4CFFQfpApdQaNHOhZ6r8S0PfNJkN0tYz44Hh0zKCezF1Q9dBoD5FW5j/46YH4Ic0L3bnpyIVVrE6AWtiQ0xphutKYcyqFZurqW/einFi1F+GKJU13fifEzjmOidaLyc9fzasGilgRZE03P8nGac9hYqjntb9E0bYNCmD3u0cMJma32Eh/mmZ5hYbseEx7pTwFKZpXdVulNrpq2PXlas6pwKWj0H4nQJJDZAgptTDYkUgPBBU/NZDCaCaROB0uq922tmoGQPhH0o9SFBOEQIxs7yIgkf1Ufpy/++yUsDueFwoMguEl7OReX3h4XcoVJLHkWeowWy5OgEApmmMOcCIDjoQ6qX1JdLoUKSxNlt8KDhRT2ZH13Otg5TlOa+Jbkkzg2IMeuomll2cDNopiu9Zg9vlizve49cd5H7Y+tljLGuIBOTzM5w+n9ONQgQk1uEeokXKtpB+N8Re5CwktmUw2BcwBgDFVcfDYl42mluVRxz4KOa6dyy84XhRsEwChYSdMIqmOQNAUPOQWfFyjpAU/PSyi/l2AetzBDAenAEYKjYpMDq97xhPBQrdRcptbLDxnSHkm4afesfp6qTTRNMmlrDh+33z/bu3x5qOy6Z1ZgNKDKYzBDUr3iK8kBElrzWun+bMDUMxyDaTCYn1hNYZ4Zy8ZjzPRfWjYJnvvQFOoWIEwTJOgYfsmUyoAoVbQegvnXK2/T5vgUA0NdPjmNBw0D7FThvrOJnNPJ11sYM2KhsFhp+NQkxBqfSZKDZa7IEMSANLU76+Fp7NKlCmOW1/gZhg/eo7g4RJ3AE+9+uB5R/L0E5MdxznxHmHFzLK1ulU19JU1f3wFDEkVrs9CRfmkhc+JwYv53cXMx6SrCKd0ODQR2F0pioHdzQPe10S5Xze5zuJ8RsK1Oee0UEvunv2k80+pJKhC+iXxyIcM0alqxfkjttDX4Y4+YW7DsDBVLe8vNKtHBubCLu5CnnaKG+UFvjeA6adACbxAmGnABEUAPPGwxj93MhUhZ1bU6HWdZwga/znGcDNQS06HSc4FUuSEA961fQVPmObI97xnjOkCzeP/mTPCy6nS56+Yu4W+yiUDKOKeKkLxoWz6hZYlcHx51M2eN9sFUGC/eu1RRakpBcRpMszgaTqVMiSZ/RDupTpFeDfKCTFzPf1rVhAQmXfjtlhVC3WdSqFIXjFxVDnfrT0++mjmcuZwjZlqiGiUbA6xp0RIhDrAhKF6nwJxhhui0lwSGjNirfWQqn681VY7sDEK6/LPHHJ1MCnS35OU0MRupXKBper1RTozjw9ApTRebJp+FKZHmqeHJqa1BZ8vpEbmHmpRYQKEbeQsFCblvIcX6Vh2aUZ62Fplceohp+Nan8GXDCF8HrwJzk1v4YAPLchhvMGFx1wZLiHlc+m9B6xIe1MV0hSificAM9L9gShDQpCV4fMLjYXpbCE8g0kUAZ3nnLQ5h5mFDtsqg4fdZgYRc9Y5AELZmTy5KeLCBs6fJixlzDtNVzP22pyYaiYGGFMJTY63o0nZS4eR/Zqf2YYSQM331AR2lpn3fpR7JMnsiHJIn4iZt1JuJj4elaEDi/PPQ5P2ddPkJbB8CAp9xUDUhmJmdfl+Ri800xV6Af0txQIBoNG0K24im3Qql5I7ClhlYQTfqYmvRCuSNVma+P+mmwa7NEwdUUkgSIQWjCjxnkKglqSL06HnOEnUQ3HfSjn1EL4qgmnFlEKWaeGl6hDJAdyB79F8gTsvaY+vkhrMBlGhkdppZXCh9vh22ka3YhOV+xoHka/UMYITrylj6aRVoWbuoA5tPNl2L90ujME1l5aQDpsimzn5XWp7dNLOESqRcDyWIzBDb9ihDRTZcyIHUmAQYi4UwsdBOCVQfTx1ZHGmPmH+h5KlDU1nbDqQ/UCqJFrXfl17q6gSttX0XOcCimAwp5di5/pjjoWRq4YdVfdq1FND5ok0AfhdzWQEBtKKJNxlhNIZYlQb6Pylhq8QvwYWrjkVrl9WLII8vRa5nIl2OTbXyMuG8uMUOvF3zZ+gUATqjY2xTzLm/ZDosu5M6KunZjLHtuZDTLUQ3M2T0YgzAIR1OB14qSBrMmSR7C+i0rzvsmQ5fhyyoh3wLyPNUvATF6bjfhE0TqYaJz+nYbG+AcOrUAGT1NIXB4t8FPUIHvE8yAOu18XQLFYZfE0ks2ma/7Np8hAKseRrZsWgrkBFk4qubW3JmSD/MadCwJCdZyTfAuYQCvZ8ke6FBiVMaaaIzTjxv3t7BUdzibMWHjIzpJMLo+Ruzryy/s5htBKEQS4+54A00xRL9eiQ9so09qJVaymmzLGdr5d5E3P4FKLzZNRuQ3dG1nrHPq40aASyqxec683uf55Q3Ej3yI+OXafdkeu9k8EZ4CpDKuhZ8ghQ5gZoAXtQcMTJa+ONZ+v7jA83YWoOuTGHhcH5/Qu9mRnO4z7S5ur/UT7HfQGKCCxQAPtux+eMMc8NS7YsVjjPp95bBxpgICRjs+1kjEAtp7LzJNQkrjpwNh8KAyCQ1mNfq12amvqYOyCKvrVgOKzddIWG/dtMSc3zMlyrjFOrIgrpVCXdmUHNQqi/2frSFENhQMtxmBIpzIVx+8Ttg+YIwiEd5FGArlmQwqVvSLMQkjG4Sakh3yE/alJPVnDmhsAhdkLnaTVzLlnoku8nJpPjatxdsm0beIppXkfISq4LrAS7+it+54QAUHMqN2mGJ7rugboEpmmzk0Pp9NwgC1KJIpQL7roj10+vu46MpjyErw4odrVMdxE3Kfu6h+fXtO3ic5mBa00lggyuDI/WpA9GqJFltlZKjxThb2NaNj2TA6daoEdvgjnMnNU7cZNJhHhUe7XoIwo0SuPFcyHLoxEnDhICqmp3T8N4qA8BgBZ7XogKqI6k+Dy6dGTX/IRizCzaeYohE8scCHuWkQcxPRJXSaIC50JpH5PW0AYqsdzXU6hlF6Liw7r8iLEOT4W2UaGn5SU6Jk046aFDgOYpIiPqfJb91QIDWY6tAZ86n2CsuRBdQFCFkAYkKpweAlkw02VoLUviLiL6k5gP4ZDP8MlahTdqY+lxv/z5EvYTUVncavYjBc0d9EdYPdBzPChuKg3nLteDMkasR9dVS2HuPoG6tUtny1wcFgs6PhSUoff3/9AVyT2P+CmEAPD4FmGWOSWuRFzLzypXFCiyLm4hn8U1XOlFCvz8Xd5TkfvsOMvnD/RWEVJpbpUVDkFvkv6vimMUsgFTht05Ai16o1Se5wsvexhKd5k7AV9nRfNwf2Sd1FdwNPM/v7SQWhwykgBIAhVn/jw6oZuTNOrOcdEFA6M4meaRMxhaWaYC4WFKW3VqqIrUPDmXofldJtuE9yEQUkQw5sCYyfADURW49M00ibGHFv4QqFmN0W09KxCLsODVlTNUukKBB4zkUVg5GSCTN8omSHrfUjg0IPJJAC+cJ1hkXITfZ1KeKcgJe2py0qm97gsEy4OAeKip77mOGfvGfymumZ1Ze+lOWOGLctg0NLPlLlTu70sYByNJLOY6/fvyngLuvJVwJI/KKFqdVD2R5eZI4CDXfYRHMQEUQo5cjUS0QhoSJorrZJx+MVtQ2ArQwTuEp9MUE6g1fQ6KMFFBERr/GB7oUE+kPn9zuhba88lNvYec99viFxoIbue4NfcB6c0vSrL59M6kNAqM5uZH5i6kf4v8kXtsGfFeBi7MqQqmCrbOEGsGOSD7nhoX5Q2d6F1iXvZOqg++OUs9rfzYMoeN9KrqkjjPMNbu1pDpp6PWsh6SFb8zmmYchlDQeHdTFXPsoCWCeEGfkClhGieJm9Yy9Pwl7ZWEAgdSj6zJS8Pb+px47XS48ws7yKTCnBKbtgoX8cJWjEmW7viqiHGmIGLBKwGGGSmyRvN42RyTjuisZV3ZakkF/jQOmTHOOeoomhDr1FOwNbfRhj8Abh91jazBLWltPV3YcBJ2HIFG3ZOaQUqhWMtIhACnjXbO0FLysp8W9u19DK8qGXrQqmVS2HhkUjVXxRg+o2RyXDOZn0QGa4Vv2NUdkQeVCgCizZlextZreU9dWFhFTgtKGDE3TY0/FASp8sN3mnhR9l+MjVdFx9OI7R3eM+C33YnIGp5IoerHeOKJIOEb26AJA//G1+4BClC/VdHWU52VtH6HaSoETqENTZ+Pzmm5Ga2BUTjCLCfhtFK5IDdSh0GW2ijzf6gJTRWa3Bs+l3JkUnVtbZXiDoeBORzOQMFBSQRXhDCFUrFKDI7gJ5R10SwFRE6E0XYqcdN9AqzKahZQmooyWov7zbyAwKIyRSuY52U3xPJpRMgnHDdUoQNWYA9YSqJYd4JNxO+EmR6xlPQPtUhKQDB02G1toAKUfOvBg+8D7ZUczU6+hVlMZIoEcoOKcoGqhax0VwDojIUILMmIaCckcIJQnUlHIbK1+yCXmE6xXy2OuftTi3GqBUX9gyVc1F9kLP50pm/zd5t6TcMOQcjSvgFRB5/NkSUOCFPGH/PpysAMJyZYNRZIOuQpJLVKKX3wCMv1mNDwKvMxy8hkj/kVoVQEsgRcj7HpDv+GMNHRBDTZSeCLhe0yRHQxy4VQzT3i6E3ELqJUyyoVZ4rxdOmP+yhY+05hk2tQApMLQa6hfFSa4XFcTkMk14NAKPtUGWvMgkStSXMq6syprgnJNNl74aCCI08upq4YSAL264Luc30VDU33Yf5SzKHEUzddMCAkrCmF5qPN8pXTGQ8H9HlRriey52RqXxQKC6xAXuORRiwLH/SWTIdsh+CkqhH3c7MkeRmjmkpzPO9vqkdM+qkylL2MTuu9p9CFIqI44cJIyWPq2rlvDCW3b+s9FOK8+vPvU3BViDiUUSOFSVK6erPjrEK27gsChDXWW4fIdIZmL9tlHbbAuLhHDSEAQdxerTQ1AfDLsIOHYmX1FjGp4ZwlkMgkOffuoYlzjAQeN1oVLMo2dUQfFFgrLbnmXuyGM26igqtQE9MdR82FgCowhH2biaNLcyeVQnWAES1bs/yQMcx0IwJzKqnEKd3p0bdIonCXRH8zCoi1ZvNtHpqbIYsDQJY4jxLbYkgWl981K3YWN3yBjm6FoBd7ffXsGFHyNj47+dlz0002aVhyhtKSDuacgQPX6xUrBxC4gcwZo6Q51olqyAFXxNdFYcS9TS7F7V38jmQsVarQjBPP++eZJ2FMgnsxWaqi0I7ATkgW6QLs8Kxt/zIEHGEDd7h734HXkiZWau/CvAE4XjsDpxBL5YKCG0i/xQweMLwQpMRknEf4k80VRpl2z4C2zFzvvQje0NgpdK0wIuEbZpMKUEP3vJWumJ6zwCDpVjFjU0shPyjCbgSPRHRzcFONaCVFi6xhLSGkrE4wvHgnWivRkMkfzTRGXpPmzcq3oJZn4WiY5iIqFGNa+W7ZcCdenF3z/vCpe54EXJI15jMsUvTl7fEnhXtMNyhnlbSF0YZoh+TkDlI0q37WUEqAWq3hQEZGgMe2tatlbgl0m6OW2DL2lfNDriGQctU6ltEO2r0e1hPmMbFNz+N+oTjNfiaRBpVlFr0lNIOjZyW7TWHDD2Q9DdXllonn1J0xk6lLnv/CIR95IBKTy5MBtTgBteIHmxpMNJjtMryzvJYbK8uvy8mNa6hwgK7a0WJDj/UXBn8PKPHpMi5/K1he9np9MrV9CViFYCgt1yGB63WcMNAJw3DVzRdAhbAbTBGmMRRNvpBiDZs0U5DmQlAe9tNlkGWgL9dX1yD5VTWBaVC8CQAxH9BwZpUC0N9J+7B37KdsNTOLuuAJIVhkUJ0RcdcM3IkLpKPjRixnWkk4Ck/5h71TeJ5CwRFGbSE+cRjPdZcAWU7zNiQJiaDnHvnzWvbB+1hcXODFWH5dp38mIC/jrq5+35e1390dzSDvPwAdQNibxSQnyAAm0pEJMocCXgGkM/TQow6KuUNAB1eOGxvpponY+AAFJ1qSS4J4BSypDIFLe8QVlfTL0umV2io1Icb9IzaPSDgl5Z/oBLUxOJykkfhsDs3t4oPaEnhUnOZwENYbCgr3w0tLE0OEGDaglzhop562EK0m3P3n1NTIbZ3O7nWiu7Y/NM2+k/21DqhgvUs7YVyjbrjjY2Q54aUp52x7qRVs+WvsYgQ7JD8ke0SXHt3PwRpXLco2kNrVS6GHSWERWIWIpea3+FhlcZZ5n8pEKKrllQpv8nBqp7lCMwNc3XbcAGz0rwmQRd5IQyWLk7gTgs60STsFKLAxg2eSoy0QTXOia/GsdHJPIFBAFaf9IVeGNNEAXC4brqrYRzKAKSmotdBSRF+BUTp8ikZHn4sWU27R6n11aPCLqWCnk+u8Igyk4iucZMwS8ypTsFOD7yMrsI65x7Ob847Im9KqjDlY4CfHELgeWo/iO0MRlJGiwAVV5Vgd1J5kKHai6mKh8krhPCzZNs2vDVf9PclTaCFxQMDR/IBklmQtqgiGFsftIuWYVMPyDeA7ywBZMgHZBbqIx+Y6cpFiVJOxFFNX4ccwVmVx7ZGDgFzLJPGF9JYQDNydg8HIN9u+a91KUu90hMOZpIhlhXtqP5E5BIn6iQZHZtdWmGFiTtdopIMp7DzhTC40YGYLWZNgBEv9HhBIjAZKm3tDB2aG7ZozOpnE8PFUNaIbqgLP7W3EjcCbggzw4mYiaUNGdeAlW3AaRUEb/70wXPVIjmkKQ9hyMQLGufQZjJxZzCoaTKfFegwpDJ8YMdMw5+4MlqggAY8FugK4vWOBe6CI477hni4ZsYyYaqBuRVxNHIZWw0QzcyPxlCWWqS5SgCsFi8ZkjBZsUlmTaUZ4d4V7bkQqGs2v4WSZkQngbtpcNklTaRXil2Yx/bsLL/qbGJioZZZKaep7Fd6pit8OF+YmQBQbc7YZbCKIbHsosPu93eykid3FEl260BTPmtbirJHFNI0QXQJGG3lE0iJcnXcqINKBrtgd72qwhZmMBH0mUzK9O/tSIE4dIgBYCkVmwkvId17eXqEgnqR2c8+DUzRRr9Ueko3MVZ2khdpYOtFiM0MgrJph5V3igiKvtqhzosyVZCa+eRQIqpn8RexU1y1C4wwp6/x1qWyl0TelfzJtYON2hpR3rV0NoakB6UzmCyBr3Ad9ljF1Ze4m+/Lym6TUqj0l5AzW1OLEcz8qZSdSJ5PyI3iBk7kUctceCFWHG18RHCY2MTc1fAoxctqlk1mQwCSEswA5F38vTJh1CqC91XGCqBlXZsryLJvwH1cExJMESOjgHkrZmiKL6gz4ZTzPXqoNLLc7foYyUj4tcWkOM+Xq40NqqqkM8F8fL3ArQ8aPGR+hIReUWPGJm7O8Vb4jE3YY+mcDJlz9BuIaZGQ9CI1is2QWJ3WozghK4PZn0ALnwMlLwsSVIwmBac+wjHfNOTqWfHEZnWhPVl6sAfZpKmThHA/wSVQR4GeKw9q5FhGIltjGBZ8Q/r8IZ042F6a0sGAcLvAKml446Tu3VzMfRR0iB3zUB7c7au0res9jxc5ZfaLpH7aPFdAmlU58ITnWmH4E3iwbca/AQxErjEEXK3ugc1hsPGBOIH+Hl4fXGO6VPbgHYxb7LLRQi/1Jf8jwsgcNEjfGYU7EzVvsgxrmdO0AplExe5PlduE1hyybsyMiLw6sb2KAAYkz7sRtZZ4pRBZr5oRlQ9dL34ncApjD2uP1CRcxBseY7uaMRrh3Iku9+BVyijGvpu2KeNE+v8GLqykn2zBXRI0hoG+8d3pPrVSM1QyPg8/IMHX4rMyYB6jWJI78ZDiFr8WPcAuQL9L2HadFRSC0cCfUb7my8ttEFO6PdV4EA3h4MAYyYWaO5gxZ1cqsyDTGOl3mUpumMkDBFRFwvgu0NYt6H2qBCtNDeHmHQ5Rm1jzFBwOCMU1qy4v/Cgo0D1KAYOxr3grLXLOjTazsc9YKgN9vjcWcRQe3wSGZK0TiMhojSVvtRDnZEC5FcGww3kF41HEbBK1129PpvMWPZg2CLrnvw4v3acsQiO5CSYCockClqVpXKrcPQecwbWAREtvZPI0nDdICr0VyDughjBuBn5mAK5GX9Jj2CkJBQ8tbmqsri9YhZW9QtDyGVooDfdHYSpJUMdHQeRS/c3Fhu5VUVoqywNFb3KImCdScGAp397lZ32bpWfU19pNziZfsG/GTAAxJQ0EL4kofyWpdkFB2FBqJdwaKHD20onqMYQ/+grQSFRU8ulpj6+YUwBWY5ZqOYiiFvb2mh+QmrT3EpHO4I+4UuMc7tAhLvJPaUGrabcHFVCUSnrTfqi8z963aViMRk+/EGGXd3NdagwMFF+qyZFUvUgukNpzJnyrVspywkyAS+yBZREwzfDgLv6lYItlbbpt9N+v8fa1NUylIWS1gbk8uUZJsHJ6Yil5wIp4p26LI2P76XBwsHV+DBheq899mhXtgM9RNLHlPhNzbixl7WxUAn8Nhv8B1oSzUhQLt+SHYoz8XDD6XCh/Cu0eeT1nVsvacf8Xoo1BwFcL3yt/wedPcGSZP/7fFye3l7RVuXvPJ3Ds3p5YffyNj24EiFKAuF6ip5RFTpCQFcTPVszS5Mh4H/eISlyRQhZfI5fa4BtBahPTRHrtDMIJJiH0jM98VcwRFrRtwuZ5V6vZBs74Pxw1eOtOiHPXQq8MldEr73TXL0NJd22ZmJQCgFyfRwl0PsSeFeEnQ9IHMkmAk0gAPe6RWjyb1QBGwtb2gkFvZbTV9xGmQdltUFCyT8zFYtZMQCUarVT47pEKlN47RgNS6oZAuZg8O1HBByHn7ToViTyg1FrNLP8KswfEe20PTHc1cwn1yYo+y1FStuU6WlOcx2OvcNAikp8KgXoeKwldEIgInRIRoVB6eigh1JByFJderoJYQAykA/IY2zPzMTrbcX8cp1UiOl4JladGlKTFxbWdClFqIZgquBl7MZNuZjJFHQtPG/SOfoo7MgyBDD/gDwLgGA2yywSNMYv0HTaugddJgnDKKklAFhXSn/fjP5+knge6GqBn13ziYQlXstN8Ecx8Of0SWdt9KZN2Bb1pVVw8bjzpHrE2msRZTVs3q0roAc9o1swGXrC1GJTQUqM//ScEGsvWvDD+idAA0r65J5lQ1LwoLVWb0NUcy63qMETco0RQgwQyDZ1nWKk8ITFsvx8VUFopzU3hKUITdiGYpTPTW410jmHSsm4bD2GaYIxATtRzEVEXcLQwA4kxpomiSJLS0Q0b9lfza1u6x5lyXXVyQ4uUoEDI82D9rWEwy4WQKnp0EC9rfw8EKi/v2vVrixIG8Wzdoh0Kd8Cj3ASu1bO6Vx6yvGJVJOSw6B3U/S3MlggLSclgwQ1FDSLtFw5es4ZOczUcrgiy0dX6XigrBbcykOjMpGHG4LL4ItdjbciMasrS34VfR/Yh8jEWVEm3nkU0DE9NzU+L8W8o+m/RUgNFdQRPO+lkuozXMYeYFe8TMSJOC2qO0oKkzCOnRYawCjw5zwe3PDofh0QBiekjSddXs6d81x6/Bj7XTdGQ+DQpTHdNMf0nzyWOIt6paTvvWL6FODb6xlAZDTaM0ua7040OMmjfjwRG2XRoEp0CWyYBaiR81Mzh5M60iFBiG2oGgZVDHP2dqpuAy+ssqRxg9GsHvY0CVkXDTS6O0RX6+rL1ySGrEshMouXRrB0UxJWn9A8hSCckoFWqVBKXQOYpWlnS6duUjHQ9IVZFKexyRh9+Xd0TAy2nu9xYcO+fk76TzR2PzFrPHMln/nmvyibAvOFPmiGn6SL11Pe7CtarDVClsy4PUwBI66wor0EJzWkCU+1Wmi9gRfqAaESw5JvcZofWmtoYQiizznWOaYKgnU+uHYxI++fc9UFCHULkHJ4l37IRIQaxENgduaI/giXYdI4XBA3Ate7r4L4S7GVkJx5kHbkPsZXtSoaTye4R+HL8YfLV+4hpyQ4ZfO7PRA5AYt1/7vYfXx4loPk1aro8YbqvLQdIMkmaOyxFk9A775ufs77ByEy4pxgMSRYFKvPO/y4mtzp/vHdedfABB84gTNZ8XiCh0JA7nfPIUIE4zmQpfzNFUvARLlnr4eThPKuHIYI4HA0Lepb2aUCjYfLQPU5rbXbQ28eYXzizheSUTmbV/dEzPFkz7aQtup+kYVBZ4WqeVRyNqMgklCvuBFDxd6gnENfUJqGdrbkDUAQqrlBKBM1OWG1jtkBGBoIBG3L3P04krLXDqVy9xHSlwA9PZgWadnTGvycg4LsELonR5vzDlKFUBOhgBW7H3xMlNg3vvHTr8xFDGoRabpwPF2FNPzDBhnz7U942M+SCkKpNlpIVwRbWJO0hnMFPtXjpbxNHLjuLCzy6b4c4caDPvKTZ5IzlGTIjxPsmsnDKXx3hKqkI6YQx3LpuezoMawxwFwNbNubmPVDRUaJ4E3MMJ3d28IyvdZT6Mb7SfZFoTiN/YtXvBu0iU4g8RCx/1qMwdmakvasdbuj0tfJP3dKc2XAUcxVoNIw5HLPOVMLH5HexjzjDpLpkX7ERt7+WmWynoORdz4dYv7i+0UQbNow5/FdOieXi8ibBQYApNqX5filp9KfF8GwasCADViaufqJqI5QCpfW6Zz4ynIlM32h/c5xJEY/Tg91APMnybVChC4hf3wUKje98siW+/BnzF99pCaJ0nRG5Ci6d6T2F8HbubYF/eXkEoFMST1BtCOaLWVR6vssBlM3g8t01x1PJjaPosGbzpzNuZe5QUiCE4D4vgkTDDJKdZmCzZpTJ+lxohgWlakVsnEDWF3HtTNYdwNsVMiIzUCt0vIC2EYgqTVKNqr9X7YC/XS1XyAp84hs/CxKOX8veq8qV8qGPEly40yrx01kiU8rxrLTZdHoklTwBHWy/SplzYas6RZiqHpFZAk5FlakdOV2lqKr6faRjGKAwAiHtQ45TYYt5hp6jwoCZW1dtqmvLXVVho8LB30VLTsy7SOGXMgzk1KPk6RUoWU8YqNcuJJ5Ax/zSNd66zod5EoUemV9QJWiHzXu00a05ngmECjm6pACmJusyk7LQLT76pxN1yNLl/YmKfxlwnhZtkpNfUGfMJ5VMCEqUnRpsB6ZAsz7FETKGQugKhmk5YBqAR5VdiKZrmSatZZHPMUz8VByl7J4l3KHvl0UwEb42o4xWqmSmdfq9UUOGK9O+BoxkOKikMdFZkIPyENy9pHMUMiq43KG24Xu5XFEu4jW8oEVBgmb5TZxI3MqwQQJQ6JmAWwaDxTxAGTQF2OrDvti0zQzOKQWFHv+Y8oWrKoabZpeLU7khZFJ5dMIeWwqJkDLygiOPwJ4e1LOI5s74RPPkqKjX69Z9atenCuIvkKdy+EC3t6Qo7YXnonzENI5y5Z11VZqgn0wSUfqDGU0dDvTkKbQaS2gvN/QFOfOrap/fJ6gt175iFikJUNI+lRVcR9xaXzG/rL4UCfVbBBMRzRlQhW08BRbt63XWf4OQRN2o3FeYYWJTzE+UpiTq9zcdCrYn3GXEVZgz/hWxKj4oX9+twdDZmMbPf8C0QBbUICc6/RczX7rjTIKH6j2kK3UVaMKPMa9Dg32R+Cz2EJA8dwC//cT7guD+1qDROB+q4IiKYfn+7+DhDR2YYt7RIUJtuUyMslHEX04Wx9cIEP/9MvR+C3udhgS2SkX2kbfcHkA+ZIHfwbgbvDgt9tWgzz5ERqj8V/qmUKcOEgbgwi/w2d78kLtLRDPMfTFEXRD5XjvJ5T16DAac1uKNQHGCEni+u4KyQYJxJKtSVO0rl5qyiSHQv19C8M0pHFY26+EbszRPifNBWNMzCcOxPHrud2RdbLC31xNGiLEQp3odMt9Wb38J+OFOIYBgTIxVAPULJzCu5Xg+dpPoh1LzsXt7WuUUamGoILkDv9q6rKUYsCDND9XWk49e7WpiLFkXYgbgoU87SuRY/Tfkmx/T4vgBeLlihPTE5E6Z8ImHvFb+Ris+lKWVld8loRCz2X1XXXBAKLX6WabFLHzM6o49A4jSTvUVsDsFg8ItTi0CjXoML+6KtrmYDF7oo/iYONQsT18QlO0AX3HWY2fyd0TvTsm5yfGk9TnNkgVr3UVa/WcRZCR3C9nn3OUyn892FU5i9swOHeyuD+v4GLgqGmzBa20A+TAbYF1pkroYJoQn10tJGACEAfJ1mmbH1d6R2PpspFNd9hPbdXMmYcZObVD3CTKKteVUCjZwR3n2wCC5B3FMOEU9bEWfGhj837vgdccJJ3sSOjmZlhZa99x0n3s/wwiQ+BNoZHjYAk0qa9/l5r5IaETPULitkyI3ioyRCngvWJGjabCurLe5Cx0+no2Qqy/Ge9jjuB5leum8y8xoR7ZCUKOFckphBmScnqylIqpRO2y4xslIHgvDJhfNdOvN8WwtwsmYNTUXrmqO7mEaVwJXvse+DP6d8e3hhmXuWc1iFq3+1LpXdED+ANOMd+pYYPOGpPk5A14mJwpl7uepIK97osq981IRs/a6aclLS8+dhxmWNFb0DVw6CNcXbMlUg5n6gGe6CprkxHlBQumd/h8ABe7rs89IrMmJHS5jrsrC1rzStSK4jMcX2RJJGSK2BJ2WZRfQnfLxf9WsjK26x/4VGCE+nrYgk0sI0IUEjdvgrArmY5ky5LFGKAWkbkx6P/Nz79DUj4KPr+2kv4v+ThCbtIRI8aXJl5eS0wKjsh/W3BrSEkPBx17VQTHBP1rVEp49or3RSyBC5suXFTFGPo4YYfgOwAl5bIUvd9rKYElNvxdcc4YNvFadMIJzl/405MSXvGobwxJt1mOxDMUSp1E0NgRo1P/f3GTbGUD7XTZL5+e1Lw0veLgkiwpDOzLNQv5xeY0yFSC8mcVtf7/QlTKz3LxNilVhR4ITyfWHkArDUtbReOEQ5aflncaMU0mkfSYXSoc3NeDXRMHIusIxpiJkhniFMKsMtRH9cwbKuIol0lvHK0d3+LILM8TGqP5T6Pa1334IZgxAsZJIAwuwDZHCCobMAM80JvGugt+75K2pFyjjt1kP4TfeN0byUYZOFIUuyEcCdx9Iwx1wyVRtayW9xhlGOQTpHwFlcGPfeMXVixEkavtbp+Qwl8IDkSS2lMxQ5T5/cnypIYg9AUnOG5mXfWcodZc0CMnz4BThAeDgWgeqx+jwKeX9Dc//MpNmAQqsSUm1EnwKsig6M3nWSyfqo7NujE1trUS2BdD+ZtwGzmtLaAbVVzELKzQVa8zXPOdLHcmxFaVKFn6od790Jb6dKUySaGloPRlL2ji48M7y8vZr5CKltlK2HMTeE5ObD06nabMLimzCjD3pZKuMnIoamA4TNsnWWqmCMocctu9klnpcMKeQJgqUkHl5YStyYi2Go/eWhSDFvp+jFPFW645QWwJU/yky5YhfkvvFkZuAcXGIW/abIMm/VmRrqDeqil1NHGSunpwsha2XE3rcSXrHRirQlcIoUANz/1OzAvVlAUgDksJXCzLWuQ+uDnFnJLSjND2O5F+X0NsP5nGxJy54XbheM5qHbDI+gnjStUSZRQw7Gj0C0qp9w/nFpVByRKZw0FKValZNHXWIIB3johGjPefmDMFHcf6wqesu+VqEPFJo3AXYc8x5PIDSpDICM1vGlxOlXUwpHTP9lBXq1py9u/MPmOO0c8C/piJSI2DPuYYdgiPmGpN1nrRLxrPkqGtwxzqEdpx0e5bBwj6ZCsU/om6VD1YRSy5OY/cersTJ6ExQC4jBaWeS7tlfOaCZi5Re0YUlZFzeHWpzf4CXsi9Mng00nb9rgJQna/2t0TqMBTBzxULmWuc/J/OjEBjAnawMVFqixYxzexjmYTeLKwsKc+CuJg58pcCCOwjC5xqJhmeDMKirOWaK3nIN/VwVYPYbSzKVqYXMiedlKECEJIglg4YPQyFReXFJCGLrm0VrupVp5wgpTioBgjJxjVJNkGHBwzoXOxYF6sLyjPGH/ldNA7EsVikBJQDrYbAuzCXQBx6WpKwWCCssV5zzSaOOE6RorD15CbVYOd1GMXMlBxuWtbcRDcc0c5oi1y6kYwqjh2CybhcQbzZMTZ6ya4ZLUtH2t8dnh5BdmzWKm4ikhhELJ3eAerm7Ng8Aol+JMLWeigG/uQe4ZEqc0xbXx4BbCcRIvSN+EbembeGS5RYW/kcZErEaZ8zZliHWhBSljT6iF8hJmHm+7Q/N6TO6/0OfBeaVZaxVYGrPltZ7hN3Igd9AXZzix68TmSmp3PGFk5uddKJAVFnKDlG23TRbsI4+rifAsOqYIDVvIUFIqA6652FVgRhxzxDNjGCDntCzRKe4s4n65c3NXSXSJQn25FmqJ0mz5EWLnm3cI5sMc02O/JSKq+Jnd41oIz5dTbeRVMETYHctft3ALLcd4atWpnWr0qXHCKkTNMXmqOWhtCoZqZlYoTygLU6zvcE9CH/Hn1K6G5JhkNjoQB7iAR9E6WYiw+gxiJmrfMKgHnFcIYnJ3LyPdmmcZGzwieEfLmE4INH+NYopLElSQfeUpKfczjRwrdMK8R6hUpxmZkguD9epGAUtz0wRQGcGcVtxP5vRL28VuogMgmI7Oa6ROYkGaWakizVJF1niJfReKj/Mxu+UPYZePIA7kclQVQzJPZ4PfADjHcmrOch8aks8KIUrgxPSMZC02leuot/wVhYwIultnNBMJEoUmyp0KDJKI6KOKQYrwmfkXNbw87qtwpSWN4Ow8rRvkeYMWyOaxypO5Cy5A4CxbAV4kwdL1DLNfsCulHuxk58UVnVirsJjqpq6ePUzno72ygHb04b5ze4XS2anVScUWABFvnR8B0IifVU5VkwCz3+MYUj4OthWCP1irH6dN2fSCXNS4NY/r9yAeWuLqTHvHZR81HEktjOxyeYbcrjDaTGNHUue9DSoMPj5ZNblg4FpGlOWF9Z1lTgdQKCJ7uHazIqeWrmxvgpiWDg8CSI9wK1A62qIPE01W5449Z+7LBMV74zilryoLpb4QE/Z9I+6yLzJzn9s9E9cD/UefNTqB4GdCEorpDDnvOsNYg+NysjHicENm4eYE6n4mk7P5CHJa2aOUbPIHOnngi7r9x8zYWF2c7uFKEuk4BYyZAiud+EkxSb6K2PtzkYBUmd/6G9e5ko3GSSfwzwVFq++zEyoWBWo8gZvvwR8MO9HBd+l7UJ3UgVoBSCD5XMGN6NtHJ/258LCuZGUfsegyfHBJ5Bev0F5NKCAXA2iJ5mnY93okRWwAIF7nSAF3tKY3vKwsGJeLEGrz3et4TKAxm1iAieGEBzu2TX+I/TE+OxyJyaXTtu7SXCn1/bOQ1M6iGiOXFF2NPi18zkNz3WYXBCapyUmMw8EdLh56yrLb0hBF8lpbVG03SyT8CQNWes894hdcqxYhlI/wZ/ObpRTDTlQU2gdGv5icCixVqH0b0W4F0YNIihNdio0gsKRMdV1IYYIOL5qV5jQnboDUj+MI5yDxyk+cvicCNeegArE7SuWNjE0x1XRt6/sA4wIZEVmS/biuuK2LoYoll8+6rXPU+DwgJcgTMxoYQ3+MluNWE6XgDlJVLJpj7Tj8X34RjoFXIEwvhqHr9JMQTWE0f0lr4J3K+xw5D8LB10zFQCDYml02a7cbVmBwTv6uK3PiALETxUzkiDpnLRbOMNYx4ScrHwIOxCjU54Ef3LdYlPr/08dU52VMeEZhzai67+bZASqmue+ilq1uZf49Kq9lOD19A7QqsGCd7p7kBqQuUyXXNHooLNie7VRk/DE1fJbSzRxa2cC7tlfLaPaJkYsFUh5VCHKte5OQh4VWYkWI7Si0x04K4rW2prAbCLTsCm25CHNKhK2hTCHmqGlmamsoXdUuUN4NtvVQYRFFEBN3buGzZJ5BzQdYFa2CJcbl3gMex+1ENEs/x/kv2rNnZ9OuaS2Me6gCmuUCqglInNi1F8F1mHYIBM6HjBvqiTn+VYWp5LsxHE0ZhWmk7bsuckU0auPJAAcgE10mLhe7vrA7bo2puBskdnUUbKANLE1Kilp7Rxw+ZbKgV9HszxpwFvYTYORnjF55AI0ax558OvEJBSMSEdddONBe7m3uI8DIsnTUV8cwI4yWkjYjy22EmZWch82RPcNQQ6QkCYDCnL6CYtIJuuDkUzlLLcJ+MJKLgSwpwRwHUoSC2xKRq4GIyRXShUvVxtfhClZEGHLeSSzWv8NqaHo8+DxPG2RlopLWR0cqqesImBZ8ljTL1WCMtcnhr3fgu+/QHi8Uioc95FCTMncCks5I8K5Gh4AEoR0nHjkGNAoqou8auGbaoiShld6Y/MUZpbOZwCwELSX+uGg4gfshPcSzUQtxEBkNExdgMwrDhpXoqzL0WI2sCLhyBS1gk0QWkLmQMUr4bmpCdBCWv2O8i2RPYi1Hf0xH1pa0KAnHuTifV0YgJSMmfTEFo4uAWY4DcviFEw8mm36Gylii9yiSp0FQqyKSJyqdA00nLn3i6UVwexHcdGMo113x2ReK5xR2wbq6782OEJi6TLww5CK4lnUU2nDGt3riivis4HJ0UK9BZL6iAszS4ky2zKO6YJHM6yBQmwi0ZS0oCSFuMJg0A/FEORUYA713tCaWyMYZSBlfPUeIPoShRTHgcxJRhfcEfSChLho9TwhanmV1XW3JF+IGr3iQ9Fa+h+MQ4bdoGZwCfY9S1udMPyosl3n7OKplXrVUDemomR+igA2LUlu+4NY1+IlCJArrhaLF7RVgvRVTU/E6rO/d2quVuTiafZQCUOPmpSVVPZdYGh0eTuyQABZJRADoAHgPqhGNIehU9dIP7MNJzKRG2OHCBscpe+QMFsaXP1vP7eGLdMZJ4bqtdbO0hI2vSHiVKB2uI7Mceb5uSraajsDOO20rLlDwkcDE4pIt5X269iF2c5nQcFEyWJ0g6KhsvVvMPGaCDUhBpDS1rcLUGO7MfgvPFZrlNDMtl/pFsP5oj51jODG6xn0g2IooUZJ8Did0HobtO7IW0eHw1BT8cdeiuolR8d4nG95z2/D73mxo4xlEn+FyY2aI3i749ecdn70Dfvk3PZdDActI93h0VWhh8hmCSCnse1yZmqpHf7iO4wXq5pjFUrTSCltkIcRWENaKoJ9C5BJ7qq4YEL72tojlCkXFUFE3HeY9xHGqEmBezeTS+waLkplo0r0gnEW8iAISl8VnhYPexM1LnvMgktF7yAi2y+XioBoWzQajKeO/bamVJbybARJ0Mt2E1dy8nPCxXBEzP9n1qwpZo4AcDpPFO1G2LoBq/ygU+9jRpMX1t6tixqHNJNRYEkOx4KzFCgyj5SJkuFHSmhUT5VLia49wKjdHJo2SNtQsHG5Ob8YW/IoBPlcW+ZL2CicFBAAro9fyS3Vs3ZMGLkzyaPpA/4fvws8pFVCHFyth1kksX+vy2n0EKG7AA+B49CLrDTIOpskyCXigFaZXYBC/Hxy5y8YdJGt2X089GsT40MhLN65FLNOkeQZi0SaO4fe2pqihicv3d0Nc23wnpYC/NxiDIkTr9YL5KZ+MVZN8Hug5o27qWF0sOvc9TzrecwFu20DTgTaHxXDrhAzFNhsuKh4QLBiR5vMAMOp6yn7K8lsyn2AYdSP4oyoCR7Tm06IR6y5opX6adbAcviodlM8a4VYIU1zKS8ytCueQKGUyi2cpSC3W59BnNrsmgGJflog4Z3ZM2Ip+OTL/Ke8ELZY5ai48MKDuCH0LUvp+MBjj0CqfIqYr7sOW68oZ5JcUDFJgEatMaZLCm73L2kdMvOLL2lvOSSXCTxcbhax0+W7tlYSCWAlFrEhjP0dcQrIS5tKBFrDNjCyirTBttIQT47sNzZbaNHQ20bTTWt6+FuYiMXsyvLiXH2l5AsirGJnOICWHlEhcNBSFZ4ES9fxD8UJqkekrKOpbPH8PaupmkeC5JB4kshQtNXs6hjI6SWkoBhBk+r7qyC+WLdGlVzrjbEIW5lkSl20uZQ11zla4jTkrgHrhw8Wi461vG6aqhRhPGwucHo8lcC3d94hlB1KoJgtprIk1wfp72NvEl14Eb942fOWXbWjzDs9+59fwZDNN7u5t4MXdFZ/97Ft4oQ27NjzFE7zALd7GUxtp2s1/CjA91YeuzI0/ij3ea1w1RqrRcUvm5benKe/VPsB0it0daALBwwtbR+8b7vYRcfiZieuQIEnM/Lx1Muvy+ZwY4lgUeQx04tKRq8ERBYiaZLH/YrV84pnh0YA0mksGi8Qte35qEKSmT3gW3chg2RpYv0i9ZEQvp3mhTzO3wPv20urw2/mUtN7BGxYpPBeMqrgtFD4U4DSxpbDv3e9Yh89P/J5np9ciksDLvAzK6uafTIKzsugHJCAPa5KlUCI+PflkFCdkAIPaMkXdCiF+yVMpuPiy9vjkNV9sJAc5lBZWJxY6l8f9ysSTAUn8TeZJ5ABsw5H8lggaWWxwhGFoVjLSqAtCua0FDAUeSdSWHo6pXjzKcZxamPclrVk6ORBIFlpZWWaWudBM5tGyZqTmKCVuOByjJBgSCdUGkVQoUBx3NDFJHqsFxREYte9D3XHntusQjvy0Q97Lgi1+CCjT9Ln+GqVkc5xzuFZqt9IpigO8wGxECQN+lfZ/NElzmnAOZgawqK4iZR44dtp9vYqnveFLnjS890nD87d+Gxt2vH7jcfVD8fZbO168uOLtt3fs+7DY9ycAWsurM5krs+iwUvBAwjrYmmecargWl3Ur56mKWvoE8MQrfldhgXRuD1XMfQcZN00YvEmMZsQytXVPQ/FQMEgkKYq/pH+Ap0rbAg/6EMngCE3/HlS8+KUUnMgourgTWmJafofKMrU4qXLe4opBRV5TXSpvWTVvzp/jtvjA8zZyBitsYlxAW1Cxw7vFdwv9+3p6K3cvk1UdBGicdMWked614kE1wScShhSGsVLHj6a5Cl7M490SkP4z/3www/0d2itfspMRCUhiPGrHhAQImoweCN4u+Zp6qBWTBus4XFUQimsycWEEx3KmGkQ7AXilSUDCXBFM2XePb+yRRMK4PyEP8CnkaSF2pOUaqUGQgcRpZE5PNxcX8HROtdKnnU+o/UiEh4K7vmwq6690EVCLWdCYcPTPQkAUIboIK9/LYAiEGbVFFMa4CF+HpXdiNME5ENk11sZnosSE2+bFiQZ1akHhhG0mA2WThRkCiAiQp13wxk3HG7eCX//N3wG64rU3nuL5deBuDDx7+w4vXux48XxiXl9gzonZL9DLDWRLPc5ku0faVObg86QANqLUWC+kmBoJYs5R8zya6gInH3/FWwoPw50DfdtM4M5ywgTxGvl+JK3pyv0FqWhBwzwSRQz1MIWYcwqblb9I7L9kTQcAmZw3PaGV0T/FJuPVSu2PHnWrELhq2nJdw9FRv2Z2UHtSWLhog5tT+H3mbvpYbgJGUTZ0xalquixQjdpGtOvnttpo5DHBSCg3Q0lAnrTjyyBHmwfpjJ9VYRb8MLheDBO0lAT+aMHwCkKheVJcd3rlohN7QmJzQitky0JQzFDHxVH7dSxU2PFL/OLrkLj2Isv8UkuzTeCFIeb4FQFGcwLQWYKg1HMOgNE5luNsXEhvxaqsbHhbGF8VEAq/+5Xa9RyFeVRbo/09eBmMM1iL8lmMVwHEGoyoqhb9AcZNL/FZ9pz3l2Uk/HsyhMOx3SKIPIy35nr4FKbva9t6vIcwDcC0dwC8FGhgQvdhZCl0NCL25ZiIpclvodAIk5yT9nBGr8ADEMgAnSHDMzsxoW3ichG8/40bXO/ewq++9TaeYsdFFC+ev43rrrjuEwM7prj5Ru0uge7M6gUoBt0ZaUeBQlTJ4kNUedlmQ23rpxXaCOHGNx13jtn0lZ5EslyJNMRtarFvpe93a6Hf8P5rJTMk/VL4l/kWQSKA5z2k9gqp9zCzD0TWchATsGYlL/C77wC9J/oLk63LjCqm5X+TyXC+TuHaxcyKeVMd15uDUEmbBR6NSWSawicsBNA8GS7Ji7bL0qyPmldgllJFXiUgy73UsUbJe/+qPI9toSWDc1N4FQRYXpfFo0QWUxUyj2mvlKdAtIlU+JRP688DfhVdyISJP0Q741wkqq4vkvgdYLQx672HaquzkfJJIWoizWGNPJVET0opCzCOfXmRC3aBc0/Fin78fTjcNO2EJNrQxrmkEHIoR8Cy8sqjihmN9VzCHCGIU0lUdDyYFVD7LiaQesSnz0dcK+RxOvY349+ccRemv9CN4CGtJXZVKsbkEoNxgiSBssW2KReZuAiwieJuv2J/8QJ6M6AT2MfE9Tpx3Seu+46xaybUKdA1C7prHfjAK1OTXJDAcYru9sxH49yJg1UwJMGW/opSdQgNeBDvl8PfEawiZQAFVOJWtmSQy7DxWwQNSUXzouIc/q6/c83LxIVrQuYVVCgq0n7+EFkD4WOBm7TC1CqJBsG46/ZI/pdks+5iWVT8KsRK0lLgmxaYlLkG7pZw0foV6fpAE1o6CdiVl4N/Feaui3Kry7xUPMMlxnmcQABeufbR4a9FySCzmfGVgcbtZKpW0Mm/a3DnmTRc/c5U1kQJYpIWWiO02V3B0Ig6hKw2a5uao7rhPwZr0vsdrjlxWSR4HKNBW2jReEQwdTiVtxBmFRmsjsuwk0nrPn+ABeISe8i8/e85lzjo+4BnhnUPZCGMuyQJpsPXq2DGRSRq9Y5gJx0L1jsyEO7PAJXJKkZ5qBs6o/AhhWcbcOwkhWskEkPVb/FaKNFhszre9fiAAsXK4WCgQiGoIDXbv1HIG9vEa02Bu+fQF88wnr+N67ZDpQFXwbMXAy9eTHz2rReQIbjMbplrOnATOfNkl5Lhkpxa7CdPKdXMiSIYbB864PWcCmOWcpuISjiAQ7bF1vu9Gt2+IHOqxGhbYZu2s5SMKiRr04OmjeaIrpheX6xl0USk01XUcGsr4bgjijYecEeBem/5LPbuVe5r4LzBUvKBQohx5S5hSUWEwsJXPdWKww1/vUHQm+RecN38baEvw2r1KLS461mB4YNbTM0ob6zCLsuFlOwdlkUV4fHa6cY+35rZrnTAx3TrgL9Ww56p3EUdKWf8jXgvi5zLvS6Wg6mKQpmPbq8gFFYL6eFkHMRQGcoiqXlEKlrN0OG3CPn20YkDJpet9rPQXx+SfCEo/OhFhkxAKzNH078wfeMabbSA18P3DRFOaSKSyHytTdx0o2r1zZtFtWBKsXxJ+B1so9PBGFcUVK1jWZqNR6QxOWUv8pQxA2TGNXOHqC7N6F+gFnXiT5AQDOyOYc0c4ESkAXOKdr8LICBe4VqAkkxeQBU8ykCUNajX0l9KW4SpS1PIxGkms2ebcySJDg2uNAM+bR1PsEPfegt93OG2T1xwQUez2HyYYLuIlyEYE601F3auDEgySZb9OB5saL4QZ1gCKgB0oBYGpS7QDPDRB0sbUxDNAq8gnQCSfxeOzuZmiMx5aY05L9PgA8LNEU4zqohiDzHXsjYXhPssx6icBUj/vPRmMX0UmcU+Wyk3nafHmurIPtXLPGnY3c2MC9vrmeWhCeNW+r0nWFWjICDvOa7za1IUvGQ/9rzAlSkXskBo+iHMy/x5LrDCfwh+V097zG2CtJj5nH4PR28YnuzbWJTPBYz6+iwTXzxb2v6XpJsMZSo8CswmbLI4ee/L2ivf0WwaHFl/ag6kZ/GJHQUAUOekLhTmYZ4SofupPNC2j0AEUDsrL1cf1xLHX5gXGRbR3MwaHkipK6ErNCehiMu5uRH8i3ORJuGsivte7xFc0TbW6dvpRxlfDGCZV4GyUDfIqpBGQLpqYTGyz9dPDnPChZi4TFAImivaadITIBLU4r5oV2lpn5S6UWR6nAtX/AAiLo6yynMW/qOhMinyc65TYtNNOHfPM3jSGm6mYj5/jiZXtKbYpDsDyN3YpGPHxJ3u2ETQeTrkCYY2a9YdilVJ2X94nxQK5tcoGkrOtew/oifDFeH+A2W/kTiii566zkGSCrt0qFBvZ2e+M4E3QDX7xh7Ubz3qajJcOMjgQK2OJ1r3LCBV4BORaliYZY5K34LPTHKfaM8HEArRiDcl4LNcNclkWJYtoW8A9R9TAgTkAWVPOFWRIqRrxeL7SgLfpftklvdImIRLE69nVeHo/3Fwlk3nbFWBDkugU5lO+warUmsajNKzUwaQDrjHt0cLhSh/7kc8+7BoEOpgMTxFc4l25Ap2g5QE0JKJCVhmQVUhQSVYECpxicXxLgHwmlm72KwLQSyqAlyDwMTW3YFeHMRpFUZ4wHTYmmRzDdI1w3RetRSMMW1DyXBeCwC/G2IhdmoWBWStZ0geTxrhaOwZebDXZYUUNubfu2Ds0zDVb6Pi9wuDUGBgYqrE/iksCzc21oAO1nqL6rQUsIX6giEgo44U6msqwqGIbNNsNBgzn1sMA83iuocO8BL2m6Z4rQG3+x228Rwv9udo7QpgeDarou3w3Ihp5gdRzC64TsGutt7rNK3L5l1uNSPcRf1mvIko0IY0B0AbRByPh5lpWCqE/jSuZWdGrWcXozAnlPW7dRhdGN9vGqadFlrA7Hq9mjmEDDX0Bze7QuJ2OMACAgIfyzrHqHePeK5IohTC3rXXsjUaD5AR8tu5W2ntCS1rQpIk7xxuDa17Ta+dGq7zNRcU4WStCkSzjGFhmPq+F0ms63DCvUL6JwyCS46S7anvycj7ncMkrMlvgnv1ktjj892EN/HNCNHVouXYoWJin3uZqlUv0DndaW74aOXB6Q9yIRYnR1v7roqpw01HhletdzdFFn72Lu3xeQrBPPT4RYk4QB5nXEPxwgYuQR1dlRtsZg2Nmibp+kmTo2sO93g6pSgZJjJBeBEI8VpiBT+pWu7ysUt2/91YfXMYJGPmgsncjZEVnSMUO1mF22Fy95j5vQfrxldELkOEZgUsYXAFHAEDKTNWRNkJ3g1x0POy7zrNOL0VZr48VXWu8vcDH1XNMHpy+aPUHrkGSXAGMqlgE+C2Teh4gbnfYeqI6kUpaIw5270ceRqcbkbbpWFKs+O7rgzaCi3kPEgPBW3W3Qq1sTC25YECqaIJBPZIhV8KR4KejLd44OJ5GjNs98pJSzmPdW2U5DVKTnHYwYOyIpLCR1SxsJuHttqfr3Sz9C9GO9Tf4lxfYFXZOyPSUJUaJG4kflRcZk9EnXo+qNOvBJMUcJ9886RCE01YMA78dzXQJc+qe8ZXG7JETV170FehGfV+atk4ZV9VGZbjOe+d2ytfxxlc3xkPL8+oF6O0QAB7bPcvrJgTw9SYbwuIGPlqLJZ9ZSiiCXfTwEY5ZrBoGCCuuM2V9/so1rVE6V/7HcExG7lQNwWwEoXALiHprQNzYEL9/tOVUCzxitTvI1atnH6VSo8+BV7esyIw4pjJi2KimJ2aXXXODHW8v1nGSObQDCXEdMY/w4+S/baYWoSh2q3ZgNhn4cZqLYgSAogK5p57a0Sb4a1CYAkobe9Nl+G5WkJzm/c3PHkwSkeA8BdgTNw2xRtdMZ59Dvv+AvsckA5cPMvUaiE17PvA9Xo137IvdqidjkbvQN/QZcN1Ri5z1Akyaxpr+mDR/KIMNSgPBLKZs2/XafU2AhMRmqZCF+awMGv/vbvDd4xhiW5+ApxqmiPhamdt850Mv6ynuSCI/tQuqaGtvZ6+lx1RjfUH8/P5NTeVdg/6Z92fNNKsyoi0htY6pDVc715ACw2EEJAcF2o5C7E/JKlSmHE9o7j1onXrrPIWX1mszZmtquYdy01Q0TPaLIy0wFFBHHf6HVR90xJC7qGgfwdexSFpyLZ9el2lnqwVgDSNavYa+5xTq+by4XALQSji5lImD9bgn5e3Vzgp6FIatrDuAIDNze1dnrUHn1pYHiKTt4HHWjLEVUBTE3AGGIEAko6YEJmCdKKJRWsYB1mYo/+Sa3BAqtK/IWu6eWgCbmaaedl5iwtqOG86+BogrZSYUFD34D5moslq2w0bLXL8uAmUdpkgYmMmxrCaXw8oaF2CydD5pjChBgh07OY7bS2db4eEnqWpM0JnJKEtx+kn8aB1Rl0JdA6vQUihrbFGfYdwm9RVjRjbBCIkl1ygcTTXOlVxI8BtE9w24Dp3zLk7vLxQm8IEIwbQBNu2OZOdwG42+OZ3FwxdK2AqcYbThUSF3DjFAJEbErwWgOoAFSd+OD2Cq6Ex+8n6FGcrnuFV5ARC7IskQ/Xs8sVeD4Tw4IVTNqdUKMg4IutWHe9KpFEIaN/7SCSlLBej76Ej0D/s9pqMNE98tq40yxU1OupemeDmBEc4lek4NWYl5b+F8dO0QDqJUG5j3oNRTYGtia/Bh9wOz/4zmTrvR15TEgy2001mYRYPpZW2j8SLmCqkCMRm+BRSVMNnEOKG37XVt8HSIcOftH0yfGXEW+4ZHtVeOSS1CChOC3FID1tw0XiLPdjItC3vAACvzeOxF9QMwDo6FDj2eESpUhNXgSVOjdiElbvm3NUl83FhwUgL4VSmxcgSOr4N1WbR+OA2uxZBaqFJ4GBSct9CRpbQN+DaRRFcPFayDkzV7AA1YLjTuGpcWjcMCLvr2C3ZJggfRWgVeIUAE4QPSVlsJ6bthMjdrsdVewEk3EUYB9CLQHA8CaFDJuzEYaUfpeyJeEghsInlJWyiuOoAM4YD5j7O7hFa0jpat7DdptwngaIZA9JC/MGDV5bCVWsMkbZlKgjT8bfa0RkUkp8LVDpCL38HvE2hMA/7SjxxnKr3+MY2rXg2A7gSWixDPxVkdiD5IphN3TpdBddRMMnh75gT98/xptY7IwAoXEzYZOh3FQhS+gaZ8hGJF0Wr4oN/3agNaYSf0stG3K/PR/eynlQcgJ7g6P41XThcyL78Q3x+TAgl/NWjF4tPpQ6jqSBZ5JInnZayOhQMk/tQzFCPaY8WChPdwer1baJeDmuK+JC9Jm1kVoL4ggYKs4m+HUFaOpsF5oe4QDBkYHpoJDdGlYTYMxpqN2JE20DCrEfnFFTmYLPSxh6O5n3MMvs8/1KKq51CBMgCyFIeMyQ7prBVWzRcuMThrtGBRHgBC0VVLlE2WKTh0rdwwgHGvEdVwtxRtXUvQDcV6Jut0PMjzAxhppF0ROe8BUgpTCHC7EkyjgorajXSIL2BieKqps1Ynxn1QfKac0DAm74YhkizorrpRgFR1Pt+BcCTBuj+DM/unrmWbDNpsOyOS9+wq+LFix1314H9OtGwQQB0sbDFKYIbJ647D4s0ohRAFFqY12Jh7kGhSXTqOONCJuIxBIB02ycFRFmem2tWpEqpcRvg3LNWFKOoqjZDjO3NYA6ZRp+Fawvg2iSn52vgdntJGHOe9sCRRjOhM610vLsIJNNtiRMK01K749IclmJr5sUes2kCj+rzXBDNvZuhuPm93dC4Ia8XxYypAb5NgAoG6U0oXFwtZT6QqvtBGG3XLNIud7UIvRSaYdIKIdGs1tYm8Q68tPvU3czo0jzE3cVdkfyZr5sWBWBNenRxd7gdkARqJelZDG9VW8zPRjRIFfXl7RWqpJIhOKvwP+tUim5SdCnXhlAAfq/zKg9b2s2BPD6JS/sKl7LxFOocpZ4kj/br+nr8V21y/BGbX1QFeTfg5gpptlhUqXXXltNAY4awIypPBVinnvOAMf0pkkXKcmQ/iUh8dozISuRHaGHVFMRBQjAA9zSxRRhU4CHXMedBRN4bS/l/H0NBiIvPOwqqIfeLWy1QXASQObFPPyX4pQhm0pi4zt2ua/Ron+bzJh5ZZFAyTF1wQAEVTElTAOetSCZI0Igq0ydixoq6j34qVo3ThY2pseqES0pdwmzdwQo4ZE2p8oS9xpNh7mrdD8I6aWeWDjS1WCJL0EERT0rzcgNV3LhjOCYk2a3zkIpNZFxaaJYyMlLEVrD4uC6wWTm1npqDrdznAQ+S8bpVudzIsSkPxKn9SCtaFKnCW7h4wgfIiCmoTbieBikwoh9+pPl9WQbpJZzdRObgi/fONw+2V3Q0B3Y6UCld3fhWNqRGz1bYJ7E7wxe4hgQz/3jtIuo/V1LecflEDN4Jy+8kGapZO5Lx1ja5EWoO6ij7ENm4HFIPm0CfSCXg8muGQJV5tvIIN78FLA16zZgarOYKQjv2sMdaLAyGGPssJbGrFCPDdY1vMmV7gWBsX8BHCuHU8OZYjqoDTuMO4LQhC+LOa+KkzlLZs8fnCzMhE1iafTDniGFpOyd+q3N3AfCkKWQMc67OATgeTQGuUOx3A2NapGKH3Rn8YjdBoEJHMyCYGH5yQKIDWGI9s0MTH22PHMfpKvFg9dWvlO8ZGrEnE+pTJO8YZl8TboaQwjAKgynS0XJQzAQS5lEKg2aO8ukmSDMf8kSfmxz8Kq6mJZOei/JQzYS6LFzt5KS+7hLmytpCAdfWvHbQqqHzqsk8ETm/ACsPGEU0LS+5QDJ8kBCg4mE8fNRwiXuQPsFqkGU4vUDi0ptkqqUjGG3WkGWgCOCNJ2BEeesudMwjo1mI1IKgqWVYLfOjUjAzWTHGjfWZCXuhx9nyDvpHtMcLhX2CJQyieFlRarIwWYkpD1W9r5LdXw47mydO8bKaxf7njJsbQzvfwuKdUTHmOt4NSLELgTlxXCeRHkTWeNRFOarH64xHj0XkA+K3zZVzpUAjzV3gmafUgmLKvDQdoE003hDxrE2FoMf3RGI5mBAqUmd2cYEQb0fzNTvlh+wYzCYuGjnChOJlq2HEoq0wJnFi97Gaa4kTM4Wuz91uyHKbKeh49+9DWMQiyrtAXAAERPgoYD6EG1FscsXUYdE5AcsMO91aerJY1fQq0y5dx0Rvdsy/CvyzEm7eGprOvEfDYUc+zR0Q2cBqnmnTT42PdvbGxDBVdDeVzjHMiV+YqpOaQyLt7CuEJAQDHZ15Ok4mqGNgBC7bs8dolmZIiYpKcVoFUP1BRksamdhgwT5kBv79+lYu/JUC33Gc+FY1EM3ido3YXRITFB4YMoHMatfMBWnmXxxjYC3B4jCqpTSiWwo5KgikIz+pstIrIehI2yxRJ9hCqMAstQ8JJSEOAIKIvpwrwJff46+Qwb4/1UdAZc/p1zCf1+saXTfHy4VPvEt7pfsUyoyDYGNCx/lLWViNn6pP8u5DZ2ENEvY3nv3qm6FlVslNPFYsAiOyn2Pe6/jEz/g2oonqosgscW/Mh46jlVHHbJewA48QV42x4xBCoVXhw3ILFArxrMQ7aYt0TsI+lbAojN61TXsmtTaWuwgZDPI3jb/LqwVKFrUiZV5KBaWI9rDlciYhWFP74t4uTna34VJoxGtOyV3MJ9BlQnV4qDHXoQGT3rL0CQN+MgbGBAWa4Bpi10WXCyzONLT2akILZSP3LE11qagsG01IRLFFbpg6YYuXz/DIoWDwM3Ahlll+D5o5MpcFycrJvWjNacgqe3wUQoUGtPyL+pQmzmZeBXFuff5oMFu+cwKxIKvDOOIX6ahmqQ0UhdSnwYi8ins5Vq7gOH4qPeJbMgMBM0yZp5laLRYhGCI4AwpsXibfxbttgyS8gpGmsCo65sqCSM+Svy/CRCikDPepDHHsx7RHC4UeMxE7oR+IOp6rBcSam3CC1BwYwV189dXupUCoar5wOQySCFraAYB8c2GgC1BqCBis4B0YZ2z8tUtPB60/1xa1ljMT78NQRIBi7ikMF1XwGCyF2b3w+vPqIHHiaiVssQVx8XxpsLQ6QIXhTwvF7LCTSlMNYRtFApqFacax38NilnLPxFD+LsnopbfYSyL4vue8QqZeiJaHfB5n7uFDkDKeM+MYWjXKiFhwgNlWnl4abiUFR4Plj5iLF+hbw+V2wyYNOgCZE/NqsO6kSZ9M+i2S0BTmEIbAbqGbzj5bomkKq4El/kgccwnPlrZ24ot6IPomCAc/o7OLxa9Qj+NFYc7rbwW8asxUxHGMpifS31TIzPtGALuTmSXctTDAYEScixZx0ATSPbmHiB5LbvcEQR7DPc6/CKygG9WAA0Nv/ZGkHo8cGuGzctan6tUQGlq7oMwUoWQVQcwTFoUJhX7MqwlLURpjpZJCpVgRlgcGr4jyNOJ0N2byswJEAbD5CXpMO9EZaDpUGhbIqWckOy0sdBk/XWD1brDfPUt6AK1ti0h8t/b4kNTCoAsrtOYmlJyWJOcmoEEHEt/xCBNtcdwOvaXOvTqnglN4f0itpGqjAnn49OJvVdtmLlCTqfI5xkVF6FrReoJ58J8wosTfbBQkjHYAj/nLJuUsMx2dPgkTnPJOa6JgUNrnD4K0Xqria1iQ2ssd2H5oSNwjElmxMoNdFe7VLJCzq8sjkTnxevSSWd98XlGTIXcqeov9cm3HBdlFLMJiv+5QNcOPuHy8uXRs3WrF9NY80c+Y7RDF3N0815uX8VDwfJ9FzZAhm/eWJWjqVx2iwtzRnhq+7z2ZCZwxs7+IdSdDc01eCmxFbKwMJSXcpHBoMh2fnX8eNXQWosqxKxrPY+l3RYkOSkYZqoEIIuOfay73tx5x3MwZ6zzqXxkwIgHT5Bf8vEw4eIt/Px/gM84rIkfDaTAO+oHrWBhr8h17l3dk8B2pfTtNNx5RsHKDWrHnnRZv9Lf6CJZTZaUN54MR1r6styg1y3xwD/bv1B4fkhpJQ4Yk5uhJ6efKR26II5yACO6UERNXLzEtwO6JKpo2XzIwXRZC7RQhNeFhrMIsXQeg9XCMxigbG/0WrcAZIlNGdrW1xmYpMhO7qnIgPhVtgzNmBVUIoCM0NashhdAcF2tUYboKuProfg2x0EXx+UYyIENK5/BICYt9T2RaHVZRFM/LbNtxWDC8PLlod0jyHfvPmEw6lhQWcrgETJQ3eUrMb3ORJscNSaJkcVUgHMeYtRw+FZhCcdsEmwJ3d3fAvkMwsKlik4anNx1ts5NW37onVDbctYn9qthf2LiyGZ5aLSP1ejgtgg0k8kOS9yYqmzA2xYH45aY+nvAKU2PCWFBxqaALr8nUxCvSSj5Kgm60sAvBr8AsJ75Lz62iGcc/YeLpYgYO84j9uTtCbs3Zgnr4cDEFLYy6IfwOgraUgF8c4kjhkzlGq0lDFUsIbGBKo7gteBjTEC8rbqgvbiNM1KnYn/PqkkVrzGfgXcepNfelKkuL3jO5DoG0ns/OYTjREpetOjN5hAboxedjcGmQzbeU/gjyUIFfxmPvT35njr/Yk3oejzvBBVChV/SeWHqwPd7RTL5IwMFvPYP6fasrQsALdq0soewoEOGKeRzKJJdWTQglbCu1iQRuMJHQL2imSXQwoalmepG+ZhhyZoVnUb4elYc5LEIoyktQwiv7j/MLyBKnFxhTz7QWJ3AIMAYlZ0wmGG5Id0lEVzDrAy5cfDe0IIdxBehk5AxQSzCz5jqr1IqnNE8yOlcwbCp09WVJhabAHLvjqBMelQR2tFB2IEbZD9PGG7rFjOt0bT8vZKflQGIA9Xr9tt4ORcfE8+sd2jQYo23QDqjH7MsmuPMyFto2oLstervasX4g7uwwHcVPvWFvI6NA7KcETtjex+4oTMj6SXCW9YsrEY34FqdrJ/JmzGV4NVvzf7jpjXQiVHzcRBIVA0wIpTavXmrG7kWwbNxkGFF4EliUG2226bubJ6VlEEWlXAXS4gvD+ymugBQteqF2Kb9rmutqy6imvGcAsAKE0lpGAyHX2maRnoXV2zNFqYkXjQdMeCmNeJNCs2GoXeW5hdAsOFtoncjA0ea0bC4EpMva4j/yKF+F+lokS5go50V6UeS1KlRaXSHMWmtwPYM5H3CCXvnHY9rjHc3UFgrDIM/l6YBmm+X2pGDMUv71RgZKAVDAFRCvrXJokFmQbtfnVejYqS+T1ee0DiNAl/mVX6i1F3sj/+bcaybnYl7yJDorgYEQeowVQMwqkS8MQMWktUyt8txil80F+gua75oG5O5VnrTiyQoJh13ZF66V/deaUw8AbIXjsroqBFO45VyIO/ZQmMMKUzZmB3RMNLUwVNHpWqgTgcDt3Q1zn86gJYRmRqolMocc08QdCbglfqUV+/7qQDgFRyxE4vhBoRIKls/HWFhGrUQ3heCOeFDBWCFeDvH2dVwAg5RfRUjXDnWhJduPXvujPCo0teBHfEDx4IBcvstvH5zHsphCBzXkEbr8XYMqNF9F/VBivCrglAsCcX+ZUUZaZ5hu7dsFFE12yeUqVR0UT+XcK814X0EOBb4FZtwfKTSzAGvZhyOHe3l7pTwF0947BiV9xDNTsy3OIjDxLGbn/xZ7d2gGlY4E8AxT46cZDpr/Kz3W8oCAM+9ycuBcdIfAagBJCWNrXtp4HyOPvDyaxSj8T8IeT+dSXRtgZaGlCfYrY8YFEa9HG64CGlpbikrGhzP1nfCKo7YTxpi0nbfksXRsT8IVHr3jCC8HpCzEvLB1Zg4XYV4BPP32vOZ3LAgsrHeWsM3WWHyqJkE5uZEgVbGP4h/vfraaZABScFvDXDMAvNYE7+mKJ/oCbb7Ate9o0wqPaQek+Qp6Q9sEl94xJjDudugwf4IFFniSm4ch9zGxYaI3QHq3kwzvJlb1sE4Fr10VCHQwtwRgKevhZpia7Nc06QNq2py4qYNh0rlg0oWNy+ANhpWKAJfe3VqoIQEEdEKqF8sj85/ejz23lzpArdusulgm8MAM/FFlNrI63Qi27iU5ylxpluUaTB6X3KUHWoOdhEQarvOK9Kc4ndGM5EJq3/eD2Kih3t6mVQrofTPsY6n5wjcmnObVa1y5sBp+0uykHSmfQcBidpDifqeisvOUCohsUQKnbmXhIIUOjTbzdGN0bve32/8u3cL5p5cvMbBb0MIYe5qZ3TrD2mxmVPdNVJQCli9vj3c0z7LIersLbb6SzJongDjG1e8IALd5rc6uIjmpPZK5h4q1sDAQ6jV8sJ5keLoR7gwUCKLOua5d+taFdnbUew+4HlOmGpYMfNEUQwASPZz0xUTlYnGJrrVoWQXuMayPp7Q3N4I2NOJIdKUQFs33Y73lkZiTM6tjSGCsAYgYlWKHpa+dx/e6plpviSpCQsZMSuvJj0w4QXDZBK9fGp60KzAVbSbTRVNsG3BzabhcGi6Xbg7hYUQ+hwBzYvbmBx0/r6lgSsOQZvkDvv9RRkFlhUPBrdAMtSo9+RzpPz7IpdwTyoVtgA7M1FxzvOGKT7Ao5RZomnIVmV8hvCSpzLucfqd6DkgpSsd/ae4C/F4IQcHvsntOz+K/18ij8D0EvefYAp5IC31IWdMR/bjXhV8kDkqYRwtrRiiKPl/C3v60HClxhisyTeDwM9Jc5RXFfC0cGpl7EVYVwoiEwV9ptvN7EsgnKKAJr+m3CprpTHIvhLRlE7h3d03A6MA7HtFeQSjk0X0pKeutFSQxn2cBoDqACzPTOQKBgNQKQwZwBCWi8V0tOOtAFjEHHczezE1Q2lM1bjhGHONRkYMzpWARoGRUKjRC7uq6a8SV2cgF8OqUzZ3oZqVxBHIhF/snGS+vHgGUnHr9t4lF7Rh9816KtCGr19EBeuz/1tOsSPJemBLn5cxBwk9i9nBL5FHTfMSPq5z4JEMasJNQEaSSspAM0WjKtcow3aAc/wszmXZJiPkzLPxUtYX140kTfMlNx1O165XbgNeZAdo2cNkEtzeC25sNl9sLrtM03ukwayIYe4dO63OKVXTV3jD9ak6eVMlIo0hZLIaET7x2h6VOtLgeWaM84lC6+sTRttwWFoK5YJz6Posg7hdvGmPth1IIgKCFAEDYpefgOwLdU8OnUzgKz6mWxECijK2tOf6xZLw2MiU+g6BfJoE6gSB8gEoTC7dbwgRJ/AIydyRO7eZwQULUGGjyA2fDPq4C0D2L20GY++SEp/CSJYLwPRL+kraIevPZHBpzrvRJlhe8r/l138HMKgUX6pvOT1ShndnHGvSydbvcafp1xYD5K8Sv/JWyLxxmSmUsdTyBiEPp837JTmvhcFqYu89qjLE+7xMKpusAyuSPlPW84QtlTTIJpOLY8Y7DfST2vZ2cJqJ+v5cshkhmuIZ2ZJfXA+lYtaFZr5/j5TE6SXVtvMIRWLU5i0hZfQWOav7cjOqGQ+5vVFG+QuKzeJxqEnIVUIxCUq51mrPMeJDfR6CAdJRCXL72mELug3rIcNuaa1jIMQVL6CF8DSz8Vv1KqtyvxBlRMqGy3/B16cjQSy+yRnMLVHGjA08uHU9vN7z9W89xff42MK9oNx2XSwfaMJPRpecdFGqOfWmKrSlmU4+h5x3bHU2AZ3PHHa64th2YHsYKRMabOnCM+RYzJIrGLrzvw41+YgEX4sQ/IQDDOHtLZonUsglDKDwipzhM9YCFgniPPKGJYJ+MUmlBqGbyc0YVCoVtQlQTmDkXdYYPVVy9nHi9LoQCP/evRM4EfkrOUVhQL08Mcw43IxlO2SFT0knPjjWwM9EOgFX/VYejO+H9pGrVbnuuR+lwJ7WSXzifhlppPsnqx1BPm2Ifcwa8mGcyc5mgM3oyiEM0zUy8S4a7HOYya1GnYCYDj1sKCQyHg5lsy14RrgU15jRc6K3F6ekx7dXuaBbJ0yUSOSih47HD71ofjg8OHSzvFNUjmGp9vAxK4gksyc4zIqZ+TqZVuFH5NvSRVCDW+dXXpChqENDRXAvUQTTHeqBRsB6PyWFbrROMZL86F9f4Ug+5NwA1tRyMYyXlSfkiplG0wLplARJduohciaIDQB54MC5tl/qNE2theryYPsYVK5HdPSz3uu/Yx46+AX2zapUKI9jWJS48oVNZpKE1RWvTNN/FDGeKwXTNk34DhpZGGYFFOKYJpO5HaLk5fT9Fyn04coePsAw4LV643FaaIIsguYc/itXM4/NLGi5mTpHIrYhpxGnAIwUXFNPsssJQl2kk+T2INGtLZY9mEb2Hf4cVFu2+TGSJxAK5tfMDXffMJ0nFZ0phL5TDoKGmMguJh5KVCBDz4ck3X5Fg4hUwRxikBWJhOzylhMaohefFpJY1HT97Zy60tscLBWdKhqz+J2ueFLunDR4l8txk4NutiLLfFpg+AUy07QLATD28BQmD/fEWIcBCFlchQ43evjck2nh0VgKYJFCOYhC0fgFtjVI2SUJ1pmY+g7nYPbMFLEUjNiTloW6GE9Uu6EHcdRz3FqPssT8DGAOh2Ukioxk82mRmMxmGAvuwdTY3FQgrRvogZqZSoAQNiTvZwymoMzQcu1xc15hpZH/LMdUtBptrbLtOdK8xbtdaJnOBuiXO8zem3x07xXMlmPlb4FyZwpMOYLzA82fPcTfuIF3xZV/6FEMndp2Ye0e/NNzcbpZN3c3xrUOhw0oL9U5Nz/B2OjqquE1dED+NFo8sqZ6AHVP8hjfVmcmOATKaPJNRiWYZ6uaaXpxO3RQ5fU8ip0wkzFE7yt0hMa30bcSdGQrTEqd6efj1lE1MmqOGe5rW2l0oznzBC9lNMFF/MZGIAMW0GcApykhcbOPMgE7fKlwCtkQ7F5LNAyfmmIgLvMROqK1wnbzv2GgjLBWxjbMoRg66Oi+VuEmPD826dzA/XfPT4vQQUfjpQhqwuTNYp7opfeLihQk7T/0w3pIOZAmrh92t3i1jW1c4Ri0lB5yi0g0yz4IF9u5L1Hdtr34d55IqXCVa0XjKG+IbSuRL81xxFRXJGFm/cZxFXBZB+1gdM6/kMqxjjDdI20j8CNSL/AmeCIJtxelClqUWbbMskNq8lq4DDkBoZ+Lxx3DzkSDtmgGy4LM+j1Dg/KlDWeQ6mmUu0hpLIZ0zFUfWTKJJKtSAfyFi8Ji9Csu0qQa4i3DwMh1eb0VdINQ1xpYV7UbYr6RzMNU2DmdCUprgtndssgP7bmSlwIs7iyKZAlw24HIBLrcd6A3axG5dUwCsb6XA1rv5RcQvVG+CbQo2WBnzqFpK+AUsGhhinMCQwnQEBby5ck3ALTmciEUvTJZFDM38k3kK+R7xsXQNxz7Nk3UIDgHywpo8V5L5pnjhp6nslElCC3NNmGgw0JqESRAFhijCLAIhI1+glDPw/gwVinbADpvT6MxylQl+01KEUXf0X5SZ8dnmSGkKpz9LSDoTCMNwnBSLIIRFLBmdetTXZE2mhEuSiisD7UCjYPRWCthqZrK8vOosL6wPKCHuxR8TtFf/enl7hes4XTpBXftLItdagoEIXo+3YZuEXYEIWPVJPq/pwKPzJxlHVhPtPTlKEExB1qC1gsjBdIBSYokSNAmxh32YjlUksgWH5qqdaA73MYddVsnwqT34Qpt3qib6Ij46jwuxFvbHzFqdZBKgMuNzajkWl+bjRRajmjC1k47vWaHUGeiZ3GV6dmnUr9F7YiPLGnC+jqUNHp5amIc6IQiQxQcVYPJNjKyuCcTrtiNQu87xZuvYdIeMHRZaADx7PtA2QDbgtVvg5lZw86RjSsNEw+6MWFsDYHcqbK0DXbFfrUZSQ4NegavY/CfDatVgyJVBLEqJSEkfDk/yue/cHxI+41K4AYSML7cwdjJDcyo2g53vWXXURv+htjtrFP5eHhUJhSBwHEjMScQB6ZchnbZPrnD5RGuNLPoduF82vBZ4cGs17nxIJYt+tgUkJB3LtmcvLhSSzpLZD6lLYN2glomeJbqHkX7GZ+z3CEmXHv6D3I36b0nkc/BcOu9XNt/L1FJLQXNeJiemh5x2FNDY/i7h4PExFEgfmANGU8rESlXUFSCNtdi4Dxkg37m9kvmIjjNt1eTCVOcq86lRDKj45VTSPBadHKmB99pqHF3LaUOzL952RlqarB4JuFO3UlRD1cG1MB0CWD3OUFrzW4tSo7IcWTfM0Okc2aAKe8HeMCbYSmx4qTvfBEC5z4D1hRqgms6jVYpn6S3+CHd178k5qCWpOusHLPrI+jCiHlGEtsYrYyuooSYwSIwW0WDP7eLMeSiEPKcW3VMar5qvXfF8L+RTQvbiIEgNtZGDEoGdlTjsmnROOhiZiF1ec2mCbQx0tcQ1xfAQScXWgKev3eDp0wuevucJhhp0ttExduBFVygGpA3PtQCal0oefmERMLFjR4NdNh+Oe3gMu4OFetxQ4tbKVEXMpDR04lhuJbLLo3RBlif363pdK8wTGxTAGJguII3JW95G3s2xMiNwXq5dZrUW13qBEOQDknvq22zQICnmLYbCEg68WwMIpz6VvCr/IB7KqhrO+dZMyDcVXD07XkRCEbHgBeuzObR5f0hrWSU1LAoxz6hYBjHsgKjghjBSg9J0M6c0E/RNmutnZR0Oi85gFyikpcLCHA857G/6bCRhKaaYqTYMjKQF5wUQi4KjwErl1wy/Y+yWtMlKjiIWoEPhWQAuarR2kTg7uDUBj2qPD0mlKkS5LgS7FoEAlO0BoRdHnoPDNY6zeGi+pDYTtWnbrZuWwLhXjbH2GREXPuew69pTFESKnKIqGWD2S3wHMswPWBkf6tN+ssiKjA9PUMor68TriiUH4k/NPiVBFSeNCDfM4P/D+CssA0hODGQmae/khKvJLPudB1y4DxceozX/Im4AixZMZGZr7nPocEVg2kU6dB428Sznnk5m9t9hpqy2qf3HKNom2HrzSpumgZosclaoVVkg/tjCyTRrLaElQqgQYebKlLbAXAq61GCFdbsC3AFN8o4EdPo53KEs6/MPDb98qbiHD/wopxSLj/fSk7bquvlXvJmKxQPz4jNymOGq2h3WIVgu9Ik3HAFtXzqlRhkDqwDzr2kadJtF+EcfnCwS5gsmqKapW/O5Sdr0oZfLgiSVWQqh5KHJBwPTCu0c97aMEt+udeTeuT1eKABJLEUrMi0y45uXpI5i9BoDmIwfFoGGkzGfB1Bsf3nkiaUUJko73hjVFo2U2v5SOHGEPQmattDCyNunAy9xSyyETNLuGMsL5mte2znTsQ2gFAYzXSt4+FK7paB+UPuemgJyO1WT6GxRrFmkVh5bAR6yGxqGr3t3zqWCCAVsavNWVTTZ0mcB+N3Bno/RGV8fnLBsgbpGS2D4IpjIvAgRcg2uK00IQHOnoZ92XGObJGQXcCqGqBcIngCQsePu7oXFZjcb9tIFN5vlNYy54+76AtI2qGx+g5s7NW870Brmc6PIzefVmmK0jpsB3I6Bu30H04UgdklQllA3s05rgoGR/p4q5CcwUMJrVZz3Fz+KZw+3DjSvmDZ59D8kBJuDcguNW5XImKaspTHCS4uEcTNUbz2EGotRplwRwB3wO2YgtYRUkygLbTuIxVG8cM8lEcMBE/kTdjIbEKtRVXCca2QjbVLvHWOAt8c1IMwl4RcEGSpP0cBVZ0FFe3dzXJtR8h0BT5q6BALpiECAKFvf7O7lpgYnhojCCxrCTyNQDRiNOYDWoM3vu1eFVfaVyMQGFPt+FyfQbOWuGY8WKSu00wcEgg6oQLRh6jWFZmLeS9srZTRbpBHtdc7UnNly24D7AiEVTEru+CawSXPZIdEVVLhcfFMDEomkjlB2RSLTOipIwhFFJcok+NOu6c8HGZ7Z6VvaalPtCbSzC4HcGRkILMFkl9NB8pJlsOV0E8oUtfsieMv4ZgY46lH5N4vW0bFMqRaM1yUkzQp6RBVpboN0X0oLOY/w9SwvMHxQwuXCvYgty8UtzEcgZsJzPIpTWAhM+nyAm95w2xTNCXPo8OgLwU0XbOYrRu8N29Zxc3vB1I6pzXmR4CINd2rM6ubmFtoGIDumWu2ky95wQcfN7G6mIdFZtEngtAuriLl3vwppgQr0HLRNlvX7HpgVUpyjKmYJvbU1p64X+qOmQAmvXqGnSn+L9kpTRa+IJNF/YK9Y9Av3e8JzwijXXOkifma8zgQj6hhluCTBE18197iaTZmzxFOpSqGNcuJas6gDmKCSeMzfIf+AZI4JTz4Qz4IXwpMqXArYrLfk+ywgcwleodxz7hNhT74oCT9pGyCCqUxZzfXHbYvcK06XexNlKtRxTRPXNM2AqDpA47VlE5NZ+o9orxB9ZLtVmT1nUcjXPqGvIOzFCO0KOhxIae/iNury2XFsBd1EADDVLmm3y15qBBLckelI4aF5maci6bUnMgod6Py42eaPjOjhPzViovK6ILM4euyx7sIODohNZzDNJSXhTY3w6CGpcDmOr1JgyBRmv5SGjFmkJGsVhrAylbSTAkRyClA32Ry2BbFmGza0xoCNZPIO8mcI15521zmnZ49K8FEBIKq46YLbBrTpAsE1Yd6d0Jrdbd16Q982XG4uGEOwT9MmGdrb3Edyc3uL2QZ2mHYlOrFBcUHDZTTsHko7VUIrF8/cNuZlYZ7BGW2rXSs0bXqfE7xMJlesEW7cGvHdXf2MhAggF1jAk6scZxskDwj+joWIiwkphvnRhKhqYcJ+ug7NPxHX6Du2TgAMOxGJuh+lXH4D+gfo1DwgZcUP3g881cvlkJla45pYQmPmq4s8LWfa/FkYO4leZE1+q0K1bMWi3AQKk2HVPlFMQXUOlU2FiTtFeV2j4UaDOcepPWVUUiipziNCEIegz87EKwU36c5f3ewpyU/UI+iqkvKAhf3B9moZzQE5+zmh7jDRDN9DRusw0oUOVzPXGJMxp12NyChjLeqoLdnK+HKDmc/AY5g5DuNWqXiT7/tEnDnxOEpA2v7YJplS4LH6bQ0ZI/NQuDnmaKPjcRAWYxzRGo7ZnF6TZtnGKnaZt78rNAH17sXJtORzOHMhIfoavIA1qLexng/XYIwj4W5bvsJ86kKGATtqSMz1WE861FqRZgLSic7QftCYjeLwCQ3YFQneqztHKA7h13Ez2SaC9940vL5NtOuAdqDfiCWyNcHtTYd0M8P03r2OjRVva12wt8w6vYH4peqK650Z7DAEmB29T/TJktOusfL2vXLym24SbF3ckYzIdJUCj5tLBytcF3Hv1QHEI96m50gEkiE2kjKCSgth5T1xq8k6qrrG6KCpBiNGMSkK3lJl5tx8fN61rbOML+vJL+WJoPXNS34zZ8hxrdl4E7qUDlcItFkJdjpFASwCtiKbhGAlzjUvHWRFCkXdnExFyF/XZhnTFBaduTsw57+XRES9QEeinLwDg6CqMsAB1V2Y1WoO9dIhKqYwPSLmprFj3v2cGBQI/lmDnfSHo0LslwqetIvnHU27MApA9/BqeJShnY5o5myek3PgV+/QXql0tgEnVcEQvFVbOUjzqhXmZ8mUlixD5KvU9o+IS2/f/eUZWZjGpcjzq2umrR2ezTnXOSVt5owyaQWotxnZZ3RH1bVy2keVpG5Lkfz+bORIuHlA6KwqjD3noyEackTxPUAFNyIk2PeMcI3j6AJGX41/RyHJieae+HjOKUKkUCvh8iM0UQNuzM5kFAyY/FO0q+hPzGn89KbjaReMOxOXEEVvwNYlKtNGVIy6/8qy4UhLgJh5SQDMm4Gpgn7xMQegg+veAfQ1JYdrcBjl7hcN1H93lI56TJYlW0wmkqexBfqxHxJ7nV/l2RqErebYVHAU4lZRic+J0zVGJtiP5Aj1W2fdPiVZBEL2Xh8nEiRSBwXSt6R+0pY6l/T5rUal4wAATz3SxODp1ghxvC6HhfKqPUOHLp3GCY/Cp5SKIgq0pZI7lpM/aSq/sjeUeQOpDNW1ZNgwbR/rrKPe1IT5Xj0HBx5NSAQTUfRuc76onWqfud/IhqDY9pPHu1RWqO3x5qN7mxxrBIAI6bKPtMCBh05BHr0V10V3gmvRVgjKbNfMYs5QOMbLR9SQIDKqAYsfnwqP6Tfn4YQhTx5hqQkgNkYLkfMSdxvPTRpzLgWy0hQWMsqWV+fieQXSLezVNPfhiO/hLyrOcFtq1j5He2naiUpg92KTuIKJagiRh4jRYNCimJ6qOZJp0w87eE8ytzySib5luOTqB6rNGTnh0CTswaYxaTphhcwkmZHtp2lIVh66Fi+zd1oTXLrgy16/xdM28JnffA7oHZoMvOfmgsvWsW0NKs0LtVnG67O3nqFtF8i24dp74MDNdoN26Ximz3DTFU0u2O/sNra3xwRkB3CHgQ5Lj0vbrwk2x5/UOULp4e5oCQQIswIrd1KwC8y8BAUYLakFoQJeHCfNiDEhf9Rs4+akHzox5vR7ep0BTy/H7DJ83b5WOKn9wsqcAoAloyfnVGteuTBQFlJ0JYHCPpm8xrIaQ1KnFRSZntErAEKClnUy65usV8RDRMNWI8l4IweIKOY5HlSO1Ja7OU3diX/mprEm9h33oTnDtrpPQoICVI1OBBDRuJWycx5QbLJBVa1MufOX2UoR0OJ0CX+oz7sjhfm2NUwRvJgjFKsX+xWtKfrtxO2l4aY3vNE3vNiBu7f84i6vBWfX5250XT2qvVKeQpR6kNSGUhlOpIs68eXdcDA5UJSaMR8AmQkOyO+M06UviSF4IkrfJGA/JlqvPNpN8tDwC6SefdD1Z9EeRDyF3PIjGuPnK7K52kZCABAagBo3j75DYCqft0KDYWZEOrvIWGjbDzNMmLyALt01J9bcL2Ydh6kCEellpQIoRLT8Z83izR1CzgiaC08GukyXPGSGNj3XeARxj4OTkpkLW8vCe04kPYoOpqMtazoYAfcG3Ihg3+9wJzvmNFbNWAKjX3fSzenaVEPvG7abC9plg3ZxR1vDZTMheTet5n6/el16HWg3HdsUPHkBPMtQj6VFDRpHPF4BWcOezbGPcvNa0Uc18U5dwwkS4t4CoUgZMw1IH06L3q8rLOIasSKVrzT02HOCIhiKsCp6ceAOIIGLkCLwSXtxgqZf0UZqTjPm99PIyxCYiUlQzFtSrt8M7T/hFpnBcPOQoafVvCRtcBZiSBMGYlcOzUYv8NCQqC3E8jmksUiFVYtCjEKdDG+O7XGfaSGjuocsQkdBvjPKUqr5iG+kMHB0cN5l/Y850iTs+3zZOm42xZtPBa/dNNxeGt5z8wRv3yne2p/j2fOBu4kskWOXq7+DYne/vYJQSLu0HBZSmUpwK5fix9wEe+QQb4dk7E0yGYzdqRNooymAm1WknwJQT3gRT1TxrS/IaP8Lx5Yz8qqd1TR+fmZVCOsyM5oH8PrncCIvpw4TJCO0KCW3FtqHOXcNxDeZZH03oZ3Y4MLjbr2fwk4Chs55lSkS7sILV3jRioWhatmXJSw47LeIz5jhDShG2ZpFIOj6DoUkfO1WjrqMxSN9hO/6XtIOwLFFsDXBvl9xp3cOd6srpdP/UzuNTkxg+h63Df2yYbvdIAIMNAw0XDY7ffS9WwmVrpC+G81dGrYhuL0o2l3ONfaIVnuug0yBMoG4yNMdAmwVaAjVgS8pwIxz1KdUAQ21AMk9YRq801jgQ6JxCg3SAROZ/NnYI9BJXASVj5WM/gFaJYkHHqQpLe3YhWjIlFzoN886tpOqdz5m7H0m16WCyZPPUZHheqRuiNOCeCn02COYLd54R0OtEWW6ne+aejCjIHykATu4cJYCrzIHO3U41YuC6Ytp8bBZp3/I/s7Zu+kphIKaduS0dnPpeO2i+NInwNPbhtduBE+fXHB5PvHks4K7O99JjgdYKfX7Os6D7ZVqHwUDBUIgBIPmcapnqeWU3lkznX3wtEd+ow4tdadqOK1cC7dibiUe3ImBl40HY/F/mIfA0hgRHtjEL6zQ0Ggz07LYB4NjO3KJxTxG6j9QzFYc9AHKEXN+CoCx76WAYLbQGRyBhgvgtH8KPHbBycHLGAOQOTNiQwEPrs//yGi9n3vXaEoMEvsz3bZafRdUOuiZGdPmm8gP5OnGtbAG8A7gcR0RMs++OAWNFaUYN5zxG82a4nfeeguX+QIbEGNer1YyYDbBdttxc7uhXwDpwFV3dNmAbpnFFtzQcdO7x/zbqWragEAHZGvoF+DmpqPtDTLV7j6evBltrnZZRZRKqR4rssKAocd2BjPxd8kSUhGpgqHgCAM0kKUO7P4QVy4cB+wCjdxv9dMlk2Yn975EogX9aQkkmHCG5XOQqgnUcvQzBF8KUMWYO8Yo/Un8E1anwrcxecIvTg9xxXHGScZyOcwEejXoakuFrondn67qCd8W7EH4UomjgqCqaIPRXA2IagTqfKeDF95PBk4oipknYRKo7HipCjy/3jn5ezVeaW71rbfWpUCk4FWIxZZ4sMjkHen7jtvecXvb8VVfJrjZLDjj+vwZ9rd2POtv4e074PlbE/v1AtXm+SZ+gxz37BHtlZLXxBkoKo4cngrJGZJXE4BK+UgJS8ZUHEcxWmlFQocyLvWpwtnkgffrDKu41PIkSweo2/PC/qQP9hbHxxhNS39J3LJQRtELhEy6EOa9mZdrP+mMd3BmMCMA5c+qd6T8XoWmrnAjlYYW40JbuHYNWC8MccEvF10+t8WsyFFVyztu0lqhF2taNVATCmMfaHOiB/rZRjVpVruoZ8lsaZLHrGZZzirmd+geoXLpgunvdbXT0z4FcwNubwXbC6ANK/+Q845ZBdjqwXD9RWNDj9GMUv/RxLAEkSQM3HxH7Jma2r0Ci2OeJruIeHOaWnFYy48C6QO/kDIh5VpiHn56dvwpVG/4FafvJJB0qHLdfC/9j2lOfmf2Vc2zRN/6zb3tIM8qOGdCyXx6AaoAhwT8q2O/8rPIDNZ8qu4/fSo5k8SbldKL9k4Qi/dPeHvnrQtuN+D1i+K1PtEx8fw6IGNChuK63+F6BcYuUN2WcYPGHicTXvGkAGT4GJkeN1B8UPeBLqYAl46qitbjDjTC3373yJHQ3AuW8jvhrro93zQg99KBF7IA6pfsNDdD2UkAcXqgnVFjEm6W4txbQ/fTBVEwGYCs8EZJeKmVRaMuipqZAgqazQSK7peu7CyNSyJ3kDU/JZnjl/4aW4+oxN+qHrVKhhI5GiSffJ/wCVQpF2+oEq5FLAVNy8o0KtMPwKQDNs1N4mXASTzcY+ZwlEEI40ZYARuMsbdtBjV3mGY8MXBzucHNzYbbN24Cn9q2oV0sqqhvYnctXDbAzUfNC569/gTY2o65T+josIjYF5YPsQl+7W7i+QTeHoYfBj+N/1jymPsdioqXp24KyJhhp979RKFit7GZOdFDPcsNZQv4/YSzCYA5vWS133fHGlziNKCW6RtCgxzloAQBTsPFU56BCoX5R34PneFhcS8tGT3/VRT6qkijZPWSaMNe1umw6+Wnnbp4lGgxZ6PrmQ7pVl5U9YttDJ+mMOvYklMXp7HTYGs9Su5XrG0QNB+e4bDwfAHeUa8VHw4mVYhV4LWLhrzIp/MGChdzTxlOkFZoOXrtScf7bhTvvQy8psC4G3j22y9wuzVc+gXj+hz7DozRXbiQM+c5/P7+PdweLRRYr5tagwAlzHOVikSKeqiuiRwLrEIcuqNQAPFa/qHjOK7yHt7eGoYclljsqpWD1eNqHVXrO0AiWSo3lolZ8xcOgCUtKcTDRxFx9wuCcCLLJCiIjCICCWhic9hs2waFZomFyqDV5y0CoVezwUKVoBSTZW8cWZwZh7ZZBJ3EOrW8w1DfGbbRyKAcIY1QPMmIKBRGk7QN9A5bhciSCFWFrSOXQNGhuGmCp1uDvBjQufvNcaaBjHmH6z7Qr0DrDa13bNuG29sNr7++YXtidytslxtAGnY09NbDTs1qrfuLgf06cHc3sPWG15/e4L3PNwwF3vqs36LlOKCwUMHqrVWkqUg9YQ0QSLcAANP0R+xb3JUsPRApw5DJOFNLmJPOWaA3CZMXtezF+Ut8IGMqV6wyYo4lmpNO0yoCuF8PGfNP8048QRxxp3GaeU0hYx4SBaF4QuVBryC3iO3PazmLz84lpULRtAfD5HTtHc/cjbWQfpqZj1WxYw9YwxkyqyJYF/buHnTavACw2t0JzfnOTBw3f56jrxI2NMuxwB5CWYqzTHNaUV+BuKKIVOx22P0gr1+A1y6CD7zRcIuJGyheXK8YY+LivOG6Tzx/MfB8CICLFXKUHqfz1tLw/Jj2eKEgVVsuGqVrFVVjIGISsRVF8w9OwJZcmE6qOPrCeZyvh/201jAPi1wVi0S/rIykh29SayGTDJNPnaIQnQ+iLKQU32leGdu0jprPkVJJ8+9QzDTyPKQIUZJQ6yYgx9z5UDZ12700Jxb48dNPZShDl16PSYh8gBmzsR/+hnqUxihYHuWLi/BIh5x3oXxc/L5lf1roNLOoKBQh6D2Y1q8TmzTctobdQ4NN07a58w7bfe/YpKNtgm3ruFwueHJ7g3YRyCa42Tao9LAzW+DAtIRIUTAYduuK3oHXngjeeLrh+VWA3/FrTNuAqtWVISpU35DxLg28ha+TIYhN0q5NTZORPtwTgSxoJlSIGN7cGLa8mmzgn5DJWmgw9zgxvTujmktV4qJh1E9Fys9a2sHHT/IPwWAPNT/lNliZ8qIMFbqOkSRZCWFqJ2RXV1xJKioRwpxV3yn0PGhyRUYs0l8xaZopVoMS0WEnDmUkkoRpSWCwH4UXWJSVXb9K2CiFszt2c18OLYQo14wwjULgyasTr22CN2+ADzwV6BDMXfD23cAcim3rGPvEPiae303cqVViMEd/N57hc1nh/u7t0UKBcfd96+H8cTgYn5tYbJkIAkkkNuqwKNxyhqDX0pxnoaRmeYAGdaemaVY7SolgZy50airgJi7XmHx7t60l0fr81whJ+87s4cbgR9H2W1zMUzZ4AgzFhdoFQlHz3DUzk/zMaSCRAHMnYm0xibkA1aA2rtfcUJmwQlf1KSOiqaaJ3sAcVVbT3ZlD1KtSaNS90GBYLKBHBm+fmhZFa91BD/DIEtfqih4SNZeSM0IV2KMOkAccOUGZ8xQR4stktSbAk7ah68T1mZe/GBMv5o7eFFs3gSlbA9oFfWu4vXRsbaLJwK4DN/0W2+0N+s0tpDVcRCx5rQn6doMX1xd4/vYVvV3Qnmz40tYgc6DNgfe/t6HfNvzn39wz70XEw10t4IBao4i6VpkMx3cGFJvdSzSr5xAwCTIKqRFcHvyAMQDG47dWTnXZeCd2BDz4aaQFUa6qEPEmTnlkugD8FiMTtmO4X605DisV6rjwyl9PBUiJxnbT8VocseolaW5ObFfHTc1Tj1uFm8LvKfYIQGhELik8BFsVXawfE35w+jaaFE9QiCirqt67ELKiiaEGxTaKWAFBheGwx7i5EmB4Of10F/QuE6xoKFBs4lnyTpe7ahTNHGO3yCCRYMY6J7oonnbg/W82vPlE8PrrwBgb9l2wX19YBvT0PKrrwBgNExtwczEVZ07s+4Q05gA9vr2iTyE1ISVAc2cRHBq4pxEYjrpN1p/VQkBVYWHfh8ERZqbab/mL/VXNhQq7elG81Y150JJKd5a841pGIW+Jd0kTWn6vS8nzRayEa6hMII6z5U0ir2rMoXzhD6eWGk4tRzoN+CYM+QgTcuCX3hyU0wUcijwBmjZryfULzOXocHdZKQhbsebSuJBgGAElCSgCseaBLsDtRXG9a6apD7jG39BvGvrFblizQnjidzVMoJyYpg6LZGrdS2s3SLugXRpkU+xXxbhOPB/NbnQbV7xHOnYR3N4KcCcYs6XyIAm0iqbi8C2ZFohiauWZ1HSPbF7Kvw7D+MCVBlc2ol/N75UKklBLRSjq9123DBHlWAWffI6TiWCO+aEGa6EJ6oAxc8fnccCTAwrI8VvN3xVw7ba++QBbC9SRBcZhIiItBO9Y59Humb8zN295ME449RRoilMmWta9ksNsnY6dCHmCp+UjzseSatbNBbi97fiS1y94zxNB3xr2MbGPDC9UiN/0ZqVSZhnbLVimiBQwP6a9ckjqHMOEIIlYOYGMb1cgLkUHCjORomVAwTAwFrQTVAanHhdMRxw8ZfAYyeKbPy1SPZm4acVRL2bkATOYthNXEJPPiyeNXo7h6ncJh0lAmmv+K2nTNxBLXKSmpPoRT7eKamnacebbtiwIwwMYoCHsGGZIZnPHhJ3G+6UpdFbBN6ebL+JyFJvfHDM0rmBnqsGIbb9nLNiUJLvhSeeIlbC0OTw0UfwGN9rB4fsaB3/nAcFKVDH0BS6Xji95o+O5XrC/UOz7C1w2u13tyeu3aJeGuTVstw2XW4F41ii65Yjs4w5zn+jacekXtG3Dzc2G1l9D7x3b5X149tYVz5/f4Tfab0CvO+S6o0/F9mTijTcE+FzHW58DVHffkwt46R7xKROiGEpMDdyJv4Ro6pgRjk09qoa0ChDx9c56opx03zZXJKhZu7lSFFpuJqSvwQK8C8v0z0Pck3GSB/vpZ06FzqsJ/ZbvVqHQmxV42wsHZeHFfYyIrTcUqiciiUAUfi5iodvBersrFHv65yJrJwAvQbcMgKmCRl33ESJYecIOYJZLMccInM/7z70Px2Peikb/m3AePBUa8PIiIxeK6+nDzaKeeQ7A7qwWgMZVFcUGxZe+3vG+L93wwQ+8hptLx7Nrw/XZZ/H228/shICGAcE+FfsclskOYGrzJFdF28hX02LzmPZq9ymgAJh4QgDVh4W2z9SoQgupdXSKZIsIiHuavsbmT3dE2/tevsHNGOKfBYtWYBMYoYT0zCsGbYNSv6FwA5jUxnh+mmFsTqEZKEtWuEj2Y28Pu68fFWPOqUpUWHEGUiZCuSFi9wsbAnfYbWo0WVAwITQh5YZwZvF7YRYEX6/Vx3I2LCoWJyJBlB6h07KhFebdgrFIgT/vzg1dLMxTeTSHAlvkbRCeloDWu+D/fO8tfv9Xvgf/14ffxL////4SfvPuBeY2sV0aLpeGy2sN221Hf2PD09uGp7cN73nPE1xuLnjy9Bbt0tF6x2tPX8N2ueDy5AaXyy227YJLf+rHfUGfHZfege3LMF5csb/9ApfrjnaZ+P986Ba//N9f4FNvP4NMO2cNq6UCslr+p7FOOENKBzFzNCRBZvB1TTejWeBCXrJjP5HrzOts4WMo0d4lSwijohwZGWqYX6wzm3ErcfIZOituSeqRU0IxMlWt0GA58VpiIkNUPUm0paY1XYMJSnUAETZxvzBhJ7AcEVXzBTTSjbNqQUZDzREns4gY6i2YuC8IGUeYJb/tXgaWs0iYGsgPfgyJoMfQBoR0FTqqhsIqDZnQ6Kbh5nPcw3Bt8xLN9JLbDnzwzYb3v/8GH3j/E7zntVvoVPz2Z9+CzmmBJ2MCY+L5sztc7+6w7zukXSDSE8nKid6CRLBYDt6tvdJJgchCJEnoHH+3RifPGCmdHXQomIsCZ/CoFmaVciqwy3xsDDKbas4JeawjQgGJcMPH1ao1K5krys1NccFlaFgDafIKG2p0EMCB+Dt5KNXQ4gzRnEkHRyhwQ2r7abKh+YEAcMZBAeqvV5NYPcHltuWe5JE12HfZD027KDJKCTJC86Q/gLJXNPiLl9EhjALASIIOCRbmjzjlUDL7k00EX/p0w/vfvMH/8b6nuN0Egom2AX0zH9F223B5rePJGxteu2l4ctPx2htPcHNzwZPXbtC3DW3b8J433oPL5YKbJ0/Q+wWtb7jpTwA1x90c5gjHbcf1xRUvpKO/uKK1ia98v+LZc8H//SsvMK+K8BkF+kooFVhWmcIdIlHqgeaWqknR8V3NirlfICL79mvgbTVnpFYhFRsWFSRwqaBPJtMx3JZjVrpyxiJckwd70GFtGow960PUWmhhbaMQE463auY5UwHmDCFFppynmuQbfGtWuuakQT6VjULYluzauhxpj+8U2AFgAT72YzTS7u1blusBamCCwk99mvfA1y8bgJsmeN8bDe9744Ive/MWoh13dzv2uztgDitTI3YV5369YuzDfFu8QoDRklJWr0WZfUR7tZBUXwLDFheEXJiA/RpauRamGi8UqnBssS4030G1v9XyDy3ikumytogON2s09eJoyFu+pJtm3TXitOtlNSQISIuo3j1Wzzh0W19vwEU69rlbQa9yFeDQ3Wv+mNPusvUou2zUwQ2y/2TrkFx89KOwaE9ePwkviNUWopjusMwDIgBMu/kHG6NNCuT9rRxHAYaSGrNPE9BUe5bx8tTkxMBke7ZPK0ncUvBOZCmR3j16JI40iMiMOTXDM5tpmJvchBB99taO//Tzv4Kf/w+fwuc+9xZUB97z5g0ur224vHbBG196g9eebviSL3mKy6XjctPx5ntvcfPkBq+/8QZuXnsdN7dP8eYbb+CyPcHNzRto7QJB97sbJq7XHZcnL3C97nh+d4W+NjBfH/js597Gi+uO93yp4ub2CT73TPFL/89v4623RwpGj3cXABi271McXhDocIdiAzBcMDqDF7drROkYL7Ue9fzVy3VrCYgQgWwt+uZpfPI+7i6BN8lqUzCocOdtP6OEO/z+aQvQ93IkMQ0IgIsn/9lpZGL3MNk0kyUtB6k7vqx82TCo0YENLd/zOlTg4tkc+P/T9mfNkiRLfif2UzNzj4iz5J5Z+127G40eAAMMByA5IxyKUIQifOArvy2f+QXmiTIDTgPo7tt1a808S4S7LcoHVTP3k3Ubt0qkJ0qy8mScCHdzW3T9619jIOPU0r2/uKiHbmWg4EZs1Seg5wSH8SgdxWSEieOOXXHthtlormR2HGD9kXZPEkMiIGQ2frPQ3CPw3hBmJfo5VEWtRH545KnNVAqNzK9fwJtnkb/6q+ekw0yYZr75w3vODxfOjw+0Fmg1cFlW1qVwXha0QSCBGsJOJ++HTbN8t2L04cPI+/OvX9BPYUsMj8bj/tr/K8heCPTf2sQaSZZZAHsDeNtE29/bPtk+9NNk2XaHzQqyw9aViLjQ3PzC/RftvQ1Cy3Almyg/uZ1X53VXesD2kJ0+lJ3hsC1Et7B25qFr8ae2yWY5yEf3377nR/wjK3H38mnYVuCfMhE2pMVQjn1c/pRPp2FnT/Xri19/p9R69qafVbMc/aDoJqS6LTr+5QIyqBC1UZZCzhfq8sAcK9MMt6fE4TRxvJosdDQFg6IeItNhZjrMzIeZ+XhkPhyZ5gMhJPMExASayQ1j6VQRYpxAA6U0a63gijBII0jm9hj5/M0Vf/zugcuSd+u7zezOINzWIPSkvu8r+Wiv+pQ9WZ/hTW5HYoQ3hnHZrfruZQ3wsY2tbXM7DI4d2kx3xtD+rHUI5nienQWs7v19HIHYVP3H7/8po3F/U9kMwSfXEY+E2e9bZ1Ptv+1G0TgOm7IVdrUBrhRsW310AnbncOxRerwftBeHegjqCdpynHM2edV/VGuPG1QQUaqYYldnK+3h8u5d2DkqzKlxmJR3r2ZePZ+YjgdyVZaHC4+PF9ZlBQKtQW2NtVRyrQa9Ve8SSXCDlnH+uzUhdBn3JxbqT7x+YT+FzgHTbyZsbj/sVVHrbGWASLKwhFtI/aA8TQD56DU8jfX3hxQsZjYWU/w+6gvVlYdbZtqo2jzhCZu9JWOT9sTxsN76AXmym2X8ZDc2jVaDYnw20WOHfaOKhxik05c82VCjstubFg0upd2a9WZE4WO0T7CDOWx5tcOzTeEmlO2w9D6929MPxMXuUOFWm7DxNKF1Z6I+VVqqOsYgIdDJ2bpr31u2irpiDhjHi9q6bJH4sE0zW+3CpEJqwvKwInVB84WXbxI3V4nbFwem08R8muEEMgdaaoRjZL46cLg+cjgcmA9XTNORlGaL49ZC04tbmUouds8gs9FkSGBZVopaf+bWzHDOy4Xbo/DXX73kP/3Dex7OC5dL72C3VV+7C/ekMreHJbU1pmitGKuvv44l9Nj5LqQ3jCRsfWPwRj+92GoXwrCEtNWTb+El8xvFBWVfs9BrgEb4r3sbCq33OvBx6NY4C7UQ8Gi0M/JAO801xi2jVmf3Jj0s3FVg9zB0Z/z09EHnI1KUXIplm/qZ7fPcL93PnNjeFqCUzmjw9ExBr+vxeW89UAw9+Z5CHGNtrpwHNL2bpT7m3v99zzMb8d7PLoOyrhvxr1hf76iCeo2NUnk+C58/C/zmq2uePTui6cTdwx3ffPcjy4dHqMphOgCVUgpLzuRSfL78HEmi+ZxtItDGHYPL3p/pKvz8OoX6p7uk9Vk14bM1ZTeBHzerUZttrN1m6QfC/hlG5d1mTfbv2nuhZ736BlN28AL/tBqAwn727w9TaCOZQ9zCUtDq3gtCFejA0wHt865aQTY0EvTE1ma5D2oPf/6Nd86+80QYuKXgJ9DijJ0iIewFvQuKbu2IK2OX9mZJfvxZ+0zru7F7NH08/t1OHVx0Oxy0OpJ/0btjMeaxh8WU4GEmhYEp3/qc9rHots7NmE1Ju0Io6c8qGMOtzUlKjSONaxHi4UBMz3n9GdzcRp6/uSUkc61lFtIUuLlJ3N7ecH1zzcuXr5jnI8fjrW0Y5zsyQsOBBCeEQm1QcrUwYGuoZFrI1FBY6sJSMtld78OkvH0+s65X/P0fz0MpjDlwARzwYqaxr7eisvFv9/Zqr+APW34gStg+3QX8jj6lC94e04ZNxSq9qFCGcvAtNe45wizY+ejoJasNsPUotfrp26Ctfqr75v2p3dQnQjqMul/b9vo4P57sblvFps+Kh3ZcmCxe09Nhlv25TRrbffZGanMv3k/QXlfRp3InBjY97vuhU+kUbQSJpBBprXSSmBEVGAZSj5j4+e35xKZKpg7CyLQLR1caqtb3RVskifDJM+HXnx35q19d8ezVDSEm7u8K0mAKM2GuDvBIJmkcWh9UBnPy6AyoMKtDVQmU4KW7Azzy816/qHjt6UxuZsS2RWQcFtsX3Sr1DcJWSfnEB+tm5XjpbuPtbFRllxjjyap7fmX7xkdsloS9JdZDJt1K2gybfeVV3+8dGdwPIJuhNQQC41sfg782pdUtpT5r+Bi6/dQhuLKbG1WeCHPdpP7TXT+ut9VSIG4BOTXpCBbJpmjGdPdbqLOv+nx1JFIXDHuHDDzUIpvY60gHe+7tJKorPfOOdrpynFCGkp+CcojKVRKmeWY6TDx71bi5TTx/c4PEGcJMiF0pzNzeXHNzc8PtzUum6cg8X43DOBokdUsZCCFTi1kQWTMIRomhkVQSKia0c600NWvr2fXE/bnyh28Xp57YlLzNidB9u22Fd+vXd5QwVn2/v/uHxzseAxx4e+mGDlsEZbfnu9oxg6Rt50U2+3wztSzE0TrflW47fDvN287qoY9+gadgC/Fx6U8eqe/XLcHrJ1DhSW9xtu/v22N2I6yPeXuK7QajaLBffZzH3Zt97+8WTMYvdYzNinTDVtG8O6mbMt68uz20wLykjiayZ+g5j9bH6kONQZhj5PWN8O7lgU8/vaalmVyh5OLQcCFFz0e0gfAZxypIoAmb4kKsQK7P2ZAjTwTUn339Ykhqv5nsbrSVoev4fRDn92ezurdPbMJxswD2G42dctHNoICnVlMARnWj0uKmEEQEmg4rOO7G272ZsIdldliV3bw/GGN4MvbW+Mwe6mmrpL6ZvMNZD4NpnwOnWFCvoFRrNL8d/h28tl9fu1sarGFPbwYv20ZQGPjy4Fa3WQu7+R/WlR9GsTL6TTaJIVy8166xkpqrm0LC7LC+/dSSmj4nzR59W2OfP6FXozaznPx3IzeFULyJSIxCUiUBb6+UV9fC7z+74nSVOF7PvHk7c3Uz8/L1O1I6kNJMECNYPF3fcjiczEM43RgPkiugIBi2P1iLlRQTUaLlt5pQivD4+J6cL6RJqBXWDP+Rv+eP9Qf+9u++YQ6NZ3Pgi0+PHK5m/tf/8sBSC7VkNi/MlE4LYeME00q0lRu9tPcS1+bGpz98dAZ2oSZ8FSMMRdfXXFV9fWSEl8b59LDdFlLq1wqb0V23Tny1NqRaweCgfPHtWf3vXpxn4+7f3QyDYS0BdAizbHTbVeQjebHt0b3wCrFb+7pFUMNWX7HF56MbM4xR4d/TcUK2l8KOJK+f8W08VZWWM0ULBk7xq/Xua56kDs6gYLLJc5cBegFL8HNmyWYjYYxqjYeqZn79JvH6JvC7r068eXPD4eaWr7/7wP39hW/++MCyFPJauMJ7kbjCqrWizaC0U7R1DwQ0JQqBtVXUQS47ei4rkP/nVgrDous/97sBHVb41ILYLYf0moC9CdGvJ+PPfnHDaJTjy9WRBvYv+zOusTcTdh/ZxSa3T+0E5bB8hu305LE2JYcbCh0a1x9rc6+7MdoJ8foMMD6/s+WkK1aG0H/iAfH08wpe4ONQwL3nIZsFtZ+E8c5+vHShslsj0Y8fF4OYdAXCtrl2AuuJhTy+3568Jx99Z/vsbl5EhqK00n7l9YvAuxeBTz45cHV94Or2wPOXNxyvjjx//o4QEiGYiAwxMB1OxDhhFHp2LQv7VaM6cJ4jyxspxmhnzKkhRuZ5tkrnINRoIORXz59Bgz9++w0tP1L1zNVx5jWBv/r1NY+XmeWSKdlQTJe1Uhrk1igeIgmu7Ju6j6xmMHQl4pQ0JrxcqW51Dt3o6Ovi//bfNbY9tB3LLcU/PLld97GntBh+xX7OfGNv4InN+kWETsoaR+0ObF0U/eG074EeEpSxp8w+3PaC7LDMm/DewWy7d7TbmKNpzy4GbEeg50/svW68bAJ/L3c2BbYFrDb4+bZJuzzaHaDd3G3beJMuSt9jAs7UPH6nSmzKcWqcDvDFu8TblzOffPaMmCI/3q/cfVh5fMgsj5m8ZnIurCkavU9IXRAwpUgTpRQLWlVkq2iWXeShz+w+jPIzXj9fKfTuSNpcWO8UgkS2+Sx97v+EcN1ZBJ2PZy8sWh+7jKKahppmV+un2xlLB8LJ4ysjzdAtl3HwtnjlxlzqlX4qTzeM9IOxieMuYkcxTh9s21VX+nVDMO9IWzOGTK9a0K7A2OL6MWxcTP3W7Ymk7Z6Ljb3UalQOMZJ1u+8QCv6cwyHYe3O+J2yT91zGthZGgNtDIVt1ecc7t54zcIqJfTjMhKyPomW/nllvwQXF8JiGVd2XTdFgc1SbMEV4MSlffBL5/JPEr754xs3tidvnV5xuXjMdrrg6vUUVT9L15JHB8GoxD0ejWZelZmotNLfkUorUNJFiJM0TIokYZw6HGTjQmlJKgbby2dtXvLi54vsP3/P+wze8//EHbk5XPLtK/I//9iUfHgrv7wrnDwuXS+aPPz7ycKk8XBqPazEhIEJWqE0ofV+LEsXgllGsQVPrzV7UacDoMfeIEZztadj29jWDD0x8/wGErtAVcq32vCkOg6UbGapqPcTpYXrbE9Fv0rTZ+nhYM+KR7Wr7PMTga2sbUsHqCzyXI7vKVuMb2O3HnRHUT+CoBO9noT+ketb/o+JVe0Z/ZoHkObK1WuX5kzOloTvDm3fRLC+gQNXuPW0G3QjV4Xu+RyDGM+AjNmOoqZLcU+wyC93O3KyVFzN8+jLwV7898O7dFW/efcLX3z7wt3/3Aw/frayPmctdpuSVWlY4zKRJOR4Odr1WOR4StSq1WC6laKA06xWtXhVu3Rb90ffz/TNePz98NOLhar6IW3ebFdwnSIdA6BtQnd2yW7X+0W5KbpbCLmjdPFGzzywMtMBe6Y2Qxf5aZsU0dkRQIwGwvequH3B0l781fUIdLzAEvVkmm5W903q2+L1D1uBU6b/Y5k89QbUJc55+dntahkWNQAiGMBkrbdeyJjzy5Ap73bUNQTdrzRXKmNuPQxe7a/V+zE+uzyaY2B1es943K6VhsdOhILqS64mSEFw4VVKrfPbJxH/46yN/8avnvH554vNPX3O6uuHq+pZpvkXCjMhkSCIy2oKBpJqQS/a6kQshWN+FUu09goUjZk1Y0CwiTTCGgeid2aIr3YkpzdS0cphm/g//+r9huVx4fHwgL5lSCo+XM8tauVwq61rIpfGwrFwumfM58+GcWXNlOS/88H7lx7uF93eFNVceLiu1NlrBD60JkRi9Qj92dFllQ+/tlXobq9BDhEYQt53BkQMThrKhNk+A4xXVW89uAGnbFapue3FjdrV7BnG4Nv1c9xXvmt4LqDo2cuwHxn4zm2S3i7q1v9lBPznjhhNIGPJtUw6j1shRXmiH/4o5vL0/ssuYEGTrI6KmIAYCywfXzdEoyc9AJyfk6XntZ3oXGi+lOeXGVvsTWyOGxucvK5+8nfjtr058+u4Zp9OR//KHR7797p4fvr3n8Ycz+ZIp58U8+Ji4LCuyZOrSuDyurOvK9WlCg1GT5xBYiVSnVDcIr999V1u2Fef++dcvq2jev54IWXkiw57qpCE+GJsHd6zahr/eUmC7f/e3upvaLaDt7XHrJ7cZuOSd66j7ce39gKdCtT9a9zDG51q/yf4ebv27RaRdQMtHn93NRfdYBm54KLPdSz76+k6PqqMs2M1Ft4rGmZPtWbftOkw2/+ymwD/a6XSPpodiLOW1JcD142frCxA2b0R+MoY/NS2CqDFCvrxRPnuT+O2vb/js3Que3V7x7PlLDsdrjsdbJJxAIrUp0gywYI6WoGocPNrEWCcbKI1SC6VVjHxXqS0QtdF0x5g7jpDBUtUT8hKtQc6bly+tsO3yjPu7O9Z14XRK1FzJuZKbhadKrSyXzHJZh1I4P1749vsz3/944fvTyvlS+PFBWLOSs5JXu3vFmjoFIO+M4aexST8zY7+PlX8ypZsp5ivb16zpYBH+idDtZ+OjPbVf672H0feb2Rj74Kx7wntj8eMagfFo+rMiGrp7huBGhOzqBvpe3nJVDE/k4yP0sTwfu18iONpJ95/t4kjH/7aZ0S5d3Fj0hVFVy6UMkIUwB+WY4M2LyLvXM+/enTgeDyiR7388c/fhwnrJFo5cMi0Xy4tJIK/GryZVLIelzeWeULVSu0LYVbyPsONHcu3nvn5BnYLF+TfYqHb6lyeUz92dtYUSF+iesHF8M8po6NS/1//ag4aGxbsToLaYbSiEPanEhv3PBjeVTZb3YpYYBIKxbVUv0+/7uP8jDKTSFnLajXIba3fBNQy63/2rd9QKIZqFot3zYISwGrVLe3rxxvD0RkxUx3cFLOE85qVHY7F4pm/enbGy5Ttk5+lIryoF61THoFQeTzyUjM1lgOEKd0MwTZO7dW0LTaHMcSKFSM6r752JqhbjlxTRKsgSuIpnXtw0/l//j9f85qvP+Kvf/Z7b0yvm6UA4TVj/3Eht4tC7Yp5CKxbqITDPJ9J8AGZqW+x5mgEJJg9xWJOoiOiM6IRwoDVhzQ1hIchKSif30JWSV7RWFGFZHnl4fM+ympUv04EoFZFCciE+h0C7rjYun7cwBfJSWNfC+ZJZ1sqPDwsP58L5UvgvX9/z/v7CP3x/z/3dI5fLgp4D1EaoldqiebtJB0xYHCZctSvtzbLX1lemC24xMIV6ktIFdNjtZG1t7Kunyy5j341N5CKwG2lRtxoIunLqZ7V1YW6U3vjYu4AfDW7o+YD9wd+E+mYAbjU9UzLjwIohy1AI3dtQ2Kq3xVgP+jM/eZ4e0vWnHnU9Yky6pVjYcZqSVd+3pwaXWeb0etnu/JpXI70P9srnryOfvJj4t//uDS9fX/P6k+f8wx8ufP/9mb/9X/4LUsUqxnOmrit5zXYRIvVi8qEkYZ6V07VAipTcuK8X1iCUECFGRIWEc7UBq0d0xHnifu7rFyWalR7L7V7CTgo+NXw9VPGRlOcjK3M3wew2xjbxfiEX/rZgvmXDU+9hixfaBdQ3Z9xtVjcqGL2mx723sFOnHTBM9RP/pQ9zs9Z4+oshy/t12BQHu7E+tdQ2C0PCdkCeWjm7Q4zHn7slL/u8yGYJwmZh7ROP8tE1t/UQV3Q8+eC2DkMu9DQO3Vy0Zw1o6OgpHX1LOpe7U8PZHXPhaoaXz+D3v3rF5++u+Vd//TmvXrzkdPWSmCZUhJy9sVDLVPX9p9WV2NbSFCqDC0gLW9vGzaqVrtScFbOWbGG+4F6hClJX3NCj1tWRHkIpK61ljBrF5zMKkCiD18tbdoolFBEsJDQnUgxECRzmyjRFXt40SlVePrvi7rzy6ft7zg8Xlkvmm/eZdSms55X7c+WSGw85WzO9ilOD9P0annqc2vfGR4ibvv8+lgt9s3jI8wkTgW57vMftu6cw9lAPb+lHMNZ+9n13/cQrHkbQLlGu1mB+vEL86EyZ0gt+AIMfeN0Zdttt2uYxPFE6TxXYPnG/d53sOfvu0Z/Ki72w+yh3h1+9tsoc4WZOvH6WePV84ng6Qpx5XOC7H898/+MDUpWWK5eitLWgpaGFLUxYGtqUc27EFAkxMc0HqjTilFFNVI2Dpn50b0OGYhWfs5+rFn5B+MhqDVrvuMJmWY5NIpvRa6Xiu5KJkXTZCqX6YPuQn9JA2I9WOBYZDHf4AfRQRdtpw77BYrAmJq0vmADEEV/cmqaMbUt3Bs1KCd5lqW7Cnb6P1eW4mJDwp+nKZFNSss3JR4cNZMs/SKAT/fWNvU3A9uoQX8WTWT6GirhlsHHfP5lP/9yW6/FxBYPH7U4P/bA8/b5pgXF4RXdjBLSZIIpCs16ZRLHiGlGrEK2qZAVLPirkhdubxl982fi//0//gr/63Rf85qvfojqx5gBtpWhhXbKv1y4MiHtyAVcKAGUInNZWD1/Fjc7am/ZEEaiV1pTshVohRdSZbbOTXTUgt4VaClpdKdRs3oaYZ5UkkmJi8ToGAK3BQlmeGDZuHuPcYoZZA9fHRAqRFCMyTSyl8N2jxZLzUvhPf7zj4WHhw48Xvv7unvf3C3/3fWNZlOWstFadV8fWIQ76DpDKaBuJe6lVu++231Ob9h8GTO+k17oS+cg66PsftRarqvTA4ujvsNtKXaDaXrPPD6oM3c54h2Mo+oRgr7cENQYPHYK7AaGJ91F3plP/XAeYNw9NbQV+e6XENh9+/rtMsifteS7dlGitu/M5tMGm0qQbSX1OlFoK85T49ObAJy8Sr19OTIcTpSV+uKv84ds7fvz+nkmFkisP9xfaJZsSKLbnqQ1p1szpYakcTydimjkcjmhQpkOFNVJKsmZEqgYykG2suxX/30Mp9FVUuocwDI2dFlLcmlIZzIW9lWfH2G/Wgn1DQu9XbL1w97ohpWm4Q3v+ky38tEumuBWA37fJFvOzhN7O1EWHUH+SO1DItVHGENwadkHceve0vqHEq1BdgalNyLieokO4jg21szpqs/kJMRlUUnbHcTCW9mu6Cgsu3Lv1DBslgWD9mtUtKZtYY3qF4UYKPTGsu+ff3PuYItq8UtINgR4ZjP7Z/ihVG1pBove5E8iirKJoEdCGtMKbZ8Kr28j/+G9/xRefvuAvfvcZr9684Xg68fiYqc3CM7UWq+NwtEnntBcCKaZRSyHuMYUQN/potWRk08AhJWJM/clMKYXwBDcvKgT1yvtmSr22Rs2VWgqlVErJNj/NQqbrulCDUII1TRdP8gVPSVYXlId47FKWlWAhnFZoqqw1kzAQ7cs50gLUOXI1RWpt5Nx4uGSWXPj+7oHLpfL4UPn+/SP354W//+6R87nx+Fg55+pJZN+rurUshU1Ju48zQkB0/ieUtdVeJLx9di9PdTuXNtXCFI1CJFcL1wkyup4Z2sjPmEvgLqgUS/aGMUTbm9M0PTlz5rYxzo46y01V9dDeECeWZvMz2pPmAvTuIMXv0Su+AedGc4PLOxjF0OHY1rUN7WwDNvZWPcQ7wCSN0I0mMbBMEPjNy8jr55FffRZ49jwynyL3dw98eFj5+vtHlvePpLV4gyeFGijVyPq0uDcTEq0UaMIpRu7PwodvV16/WrAVjoa6opC8VexWONkBNz6VW93mn339/JyCC+adw/fR7/Hh+Ketn+VPfrN9+kk6jJ3+7ruQDQq2/6oroF1svF9+r6TUJda4h2zf34Ty/sLba8vvdZHsoxxj2Y9rb5/vr/E0HjsUQ/c2xrd8VkcYSJ9Mw+6KO2Xj39Ld3bvv3D+9n7adB7N/rp/eRcbnETHEmG4JafvT338yMrdcZayHMU0qKQYOUbg9Jr58O/PpqwN/8/vXfPLuNV9+8SkyXYFE1su9WcFaKbWMgisJW59jO8C97qTXDm/jt7BfHEouukXekRdd6W14fgcJ2ANY85tm1nit/qdVVPf3sXU1IVJJ7gmMEJX4fYJ4HsOUavQGOJbkrsPyFYE5CiqRFgNxILLgeTmQa+X5bWJdKufHwrc3kbvHAyEF7u4L7z9k3j9m1tJpZHqIZ2f89CVlMyK2c9fPonY76U/uDdmvuV/LeK8qH39DpZ/up4nbbe537XTdsLD5kzHGvSezXduN0rYzZcI47ZtCGe9sz7CduN3Z7YjI3XkYkQXdpNL2m34AdXdl6Vc1MR1hDvDJq5lXLxKvXh1Ih4TEwP39wvv3Z3749gOH7gVkLyD0HElnDe5hKSeuJQZhbbCs8LCYMmtOlRhko+KufY/259g9/T9/PwU/ONsSf/SSbod0wRDGDturhq6l+yaBfcgluOGv9DqGUj2u7Jb+UEphz03RNf8mvLqA7UGlbnhINxTcovIbM6zJ3WTK6K3cb7UV+wCbB7RTDoPag27JhvGe1mJDF9koGIJ91mCv9izbLdoTehH199dmLnMiWbclZFh54yiqeSE9P4Lz6/SetgHZeKpGbL4rM6XWnTJwyzMMnLawOveRxDDi2NaZTSgVas1A5vM3kd98ds3/+N99wu9/9xVvXr/kKp2oDX78kJmO99bhzufGLH+3eDQwpQPzdLQ8QoB5nsZeWvOy4dCb5QUCkyso2x+1WEfvfoyjBDQEtIXBCaO1UVtlzdngoq2wrhdqqyMEF0IiiIdP69FbVRbOayYgHOaZLX7dxVIFda+HggikKLQQLAQTesWshd+sTmExaHZVYorMKXJIoDcNXim//vSWWpX/blm5v1R+eCj83R/vuXtYeP/jPT+8v/DtD48sl0BpG1oIsaZTiAU4ghtPoXc7axWz6neG1O54GAOpK53gQrkrN4EQd2HWcYycc2dn5ITgIcRuNO1/li2ZHEXofZWf1PN0o8xPa/DfdyOkj79fO7gK7D3Wm+fuugix5xTzrmkgvZtiDz2Le0nB9+eup7grlOBV64HGy5vCq2fwf/o/f8LV9RXxdMPjfeXhfuX/+7/9HZfHM+vjI/M0EYHLw5mcG6VAKdnJE6Pfw0JHVS2bLWFiike+f7D5t/xB4phMqJnt0zaF21/izZme5EX+6dcvyimIa6BNrDN2T8ff97BCtzB3n2SvAJ6+2+WqdraGrYnaEE0+gp0A3ryG7a2nj72vKOw32scQbdFHVMcHs1kV9qVBTewHQHbXGk8gm72yPZl/X3shi2+1ER9zLdXHOdAQss3d8Fa2+z61qISnH+hD6g+0f28MiY27hZEr6dfsSb1uXQ5NK9slYz8kMVCa8xmVxhSUFyfl7euZV8+v+Fe/fcO7Vzf87qvX3F7fEkmujIy3KDpaw5KVdvcgwUJVahXHwRung1nofVzWGWwHXVDojeab7zX1A2XPaU3MrUjLHsaoA0zY5zWbsN/tjw4zDiE6D3+/linsGKNHYsoIxVRX2sGpSbRVqhs3QuJJo54+9C6MO/eWOkwWIUlEtYf6KkjjOiRSikxz4jQnlrVwf3fi/f3CD+8Xfny/8HCpfP1hMehsrlDarjjOe0G4Wxx0s6L7/nUd4gJ+az3b3+zsoGNfuAW+0V90A0WGsG7dlv2pGPjo3PV2sls+bjTk2bEG7LvYbdfYZFMb1mAHYWwKBt+HAUYCu3uF/Q49t6Der7qHLPseBrtHCsrNDJ+/mvn0beL5yyum+YjKxDfnR354/8h6WdBSmWMil0aujWUpXnS5yQ5VCyO16hTvnVgQU5SlmdFU1KWjsLExeyRkv7/MYGzoP79SsBvKmOTdQijGcjli+r5LRqGzLTKyQwvEnYTxgQ9OlOGMCMM8ZrPW+0aU3eKPSdjLacT4YXa/UBj9iSXFTdj54VAwq1rYCj6M6IQtrrSzbuAj5IZpjeEvDLSW7qwSH6rYtPiWHwPfM1oOsjnf2C452FLHu3nUrb5iJM1xlTN4j8b0sYV67ODuFTxuHcUgtLC56r1f9qDjjVYN2qoQtDGnxifPGv/2L675i9/c8n/8b/+Sq+MNKdxyf8msuZBDNit4Pgw0DzGMBuTBq5zBG5m4UlAstLPPJfQwXYc4dj6hoOLx+943d8tjGczVBH5phVYNspmzJbYluCDDQj09LNVYXclsSmGeJkKAVjJNvOqhQ4YJFvt2pSASSKnn1Cx/1vdun9c+VnseJ0YOZhOqAqVBUI5TYJ6Fq1Pg81fGTfV4WXg8F+7uM//w9Xu+v7sg/3DP3d3C/cPKWi0UZs+QUBGiW9d0QMdOKUCzuYCd1AGIvo/6TtMuVe15RrJ6U6yqSlAPu/WPyvjBz2b/b3uNBlbiRWl4pbV/asst+jnoObPuFfXk9U4g9iJY2pYoFz8bm2fC2HOwhXVSnFwMNJNNmJyIEW5n+PLtkV99fuTZi2uQibwk7u7PfPvDB/JlISCmFNaVvFaWi5HfaVVn8xUryKyVnJv3/QBpnouRSGkemdfN7O0yuXtEPafQozdDgf+M18+vaG5thCIGlcPHsWlfOHO5NivDXC0TmB2JsEU2vTtSVwJiMMs9jnl7PXWMRp0AjM2w/dIv5xzrrfXPt/HRUsuGndZuROwE5FBGjiZxU3u4vX1UY+P58yLU3m93OwHm6javj4ib4d7vHXp4THbfY/ehoaTYDocnm6PTEWzDsjnWsS5d+GwxS3r9iDIElIhRGcQQBqKhYFOSQ0CoSKssHuLQy4VPXkTePo/8+3/9lk9e3/Dbr95w++w5p6trSBPnCpRHmkCchat4Q4gRmZN7Uc2MBbGfe+com+dMUyX2jmNP9vVm0fc+EaM/BRszwhxnnxur6m26MqU0jApDT0UOhyO1OdEdutuSJji0WYFcSpM34IkcpiMxCDVG68Kn0ILBRaPMtGA1FS116IIY1LXH/Z25tbViNRjF6iNqKbS20lRGQV0QoTSD3EYNiERS3JK7McH1VeQ4B26vX3FeK59/8YLH88Lj48J335+5O2f+8P0jHx5Xr5cIbjD3xG8ANU8nSv/d0/Paq/v34eGOWApuEO77fGtX4kDths1O2OMioTlFPbL1MOgyQUScgcAU0CjMH6dIt4uNsQ0t60dQ3Kp2qzn6vCpbVbKHi1prSEj+Hd2MiE7pjZHSCYGXR3jzQvgXv5l49/mR46sT5xJ5eMx8/ccPfPv1e84/PnAzJ7QotSjL2qx4sUXf04ZiM9LBTc/1vtNBElWFtSmddnOfHerL1LrxCPSK+ACDlv/nvH6ZpzAk/dN/dy07EjhsCmHTTjtNJezi+f6/vZanC8ztpyFbd7feP+N4n2177LYVIpsb2uXuniJiL2tkt8HcHukPyE8+vP9enxvdrJ0eM3bJawv9ZF76a3ug7sDuf7d/lu2dfUJNx/3Ux7DN/25e9/PWz8+YRx2hKUPoKFGF0ueoGeQtoRwmJUW4Oh74zbsDX76d+ZvfveLNq1s++/QNcbpB4oG8Fq8tcEpisTj2xiSqPjViRYC7hKZIf06f/yDdhHgyGWMNtc9en3h9qkRcIDRVYgtjvQYXlnjsuXt+7PbHLoyx1bIEb9riz6SBoOrkd+LFlNb1zRzp5uEvGbUmdsHNG7ac17b3VNvgGWyChaNUvYkLdvBDH2czio9JSHHmeFTCFFiWxOUyc5wid48rIQlXHyLv71feR8hFya240tv2Uw8rDlqSnaz9aFoHDcaTFemSTfZ/Myhvxp7bHeRu4G1e97Y/e65sLyeebIQhR9hte9m4t57cA2vYs3+WHk79kwdcXHm5YnK5l0R5+Szy9mXik0+uePHylqubI2sJPJxXfvjxgeWyormQJFrDoGqggOpotv0R3qSk7v6Y8dABr4xTsD+8TwWiR5Fc9gkfWVP/1dcvUgq2B9uAu23hnj44HY1dwk5Db2M2LdYTlyNuxxbX7zG/3tBmp0o+ut4uS+9/9jGzHirY7aERrzWyPSH2qkuRcfA2JtanimWPw+4v6/TUN6hdp9aya27jYZAeEoBR1W2xYd30nVq82PiNniYsxy2lc6t7z9Ud/tuSoozwg4gO7Hn1+Q6IUxJvISoVvNWqIq0R3IWp2ogJUgzkagRcnAunWLlOja/eCZ9+esW///e/4bdfvOGLty+Z0g1NhUv2HFOpCJngHksKlh9oEVQLNVdEDTSYJA3FEHxPhORz3Lv2iXWG2zw+JzEjOgW0p93FkDGGE2g01rFmVauHJKy+Yus97gVsIkxTpIrnt5pQm1JK9rqONrwbpFHVqqpj6oAC4Xzp/RYKaZqYw4E1Q62F2jIpJghKEM93SCDFQJDEFINVVIdKqc1DasXCULXSaqH3+l3LyrIsHOYjKcZNQYkwpZlZAsf5QK1HaoVXLw7kUvlXtfD+Q+H9XeU/f/vAh8eVb75/4IcPhbuHQi2mFCuOz7eJH4dC9iEbdwFkx61jQshCrvvcQlV/G57s/Sc5g24s7I24fgp1fw9/q1Ppa78LO4NoG2b/lygGrBDjmNozK4zQlXRZsXmdITjtRM9DyIFTyFxPjX/331zz6WfP+O1ffMqz6zfEeOR//l/+wLffLnz9998R8kKKVqRWi//p6LZaTJHHQK2t842a59SN1hBocaLFCQ2JOGxz3cJ2O1tIqZu88ufptRc/5/WL0EfD6B26bMzmEJhPrPQeOx9xxF0nKPVF2H3PHmqTuvsimqcVyNsYBt3wblN2r6XjIbpVLTAsVOmWO+Ibf7v0QDuEzd0UF5Y9P/DUtGMIKh0TNR6Cveewjbz/YImiELtiUrbubv7dYTn7MwyGyP6L8Ri7WC5PDtGo2NBd1HZYbo7kCMH6Toh5B7k0asnUClOCzz6BL9/c8MWbK3776xe8fHnFr758y/Pra4KczCoGYmw035ht4Oe7YEkW8lKhNUghGu+P2FY0plk/18EoQmKMbCDGnmfxJC5maNjfzSqPESKG4oo9pNZRbxIJfl3Yx6wVkQkzbLY/JsgbuVSsSE6hrUZnUTOhVZpEWnWm1tp4eDzTWiNNE6nMBEnkdbE48boMAWaKOxDTTPWitODVuK0ZM251NljrCxGtQKu1LQzo3mJ15dENpOoFfZ0Y2rihVgKNFOHZVeQQI/McuSyV9y9P/PH9yg/3he9/OLMsmcfzSq69q5cfUt0Mln7WtFte4xzA/hg82ad9XwuoGJNn6HZvP8f9nNmB9WcdktDty725+NSvHndRz3fs5ciwzPpZ9iZa/doeju50GfaMimr1fWm/T2Tevoh88urIV796zdvXz3l1+ymPJfBwznz3w3seHu5JUq32pjTqavsjV6ND0VYtR+bns3rTkU79DrZ/G8IiwZCGT4R9ly3981vcQ4Zi7KH8HaT2z7x+GSTVhc7QUv1v3bLmm2Loh1HdYt8GuSt9Y6datte2m8bnBtSsexVsiRSFYenvTOwxpq7CusvHfl7pFsvOtPBNuEFSq+cmAqXDOJ8M1J6i6Y6TqFsu2pWi3X+T0/2ObXMqwA6dP2OH7j39fPc0GBbRlofwZGU/dKNpT9gstp1VtPfljFPHhCkqVAK1VXIpTChXB+E3n8/8zV/c8i9/95bf//ZLrk5XTPFIK4FWA4pXNAc73I02LDFD+0SssnxMD0HMewie5Oz7w7aOoXtijBaCciu9JwfroLRQz4kotWWzljWa0BVrnGOCyWseAn7qu2dreyAlm5/aGqVVWq2UshqxXqkE8W5rrVJaJtcFSY1IILZALoWcC3f3D6gq0+lAFFMKZTEa77KuA/FDrISQmCcT/k2VtKNuztW8BUNoGRIr+uEvpbmAtrW1JixlHIFczDJsNCREkIhWU0gpRq4Pkes58vLmitqUS77iDz+ufPMh85+jcPew8I1WdCnUotbucnfktz3XD40dB5tO7cfN9yHDqRifk+1ru4YdLuT6F3bXV0+E93d0SIMnxg+7r+ywdPTSVyGMoshx6ycDs39LF7hDLNRRWR9Emai8e3ngN1+e+OLzl7x49pLnV6/57rsPfPPhke9+fM/6+EiSRm5KyUrOriBac8+vmLJpNp/mmbIZRdJzJ4ESTCk8MY5dAZvi70pt/M9PkhlZYXjVf/71y8JHjtppnd7BKwzHIow5/ch3k02Q0zz92a152XbLEyqIXXy+w64am8x3qYlSESIxblC/tt9PA+LXFcSWptnrgScby9tNPdlqqoPyGjC0jCq09oRRda+Mh6fjjxgDoxilKxXxkszK1ie694kLXrehfq3aURO9efk2Re5BCNLnQX+qbLu4wS3tHs7T0BPWQisgWpm54+2LwGdvI//Dv/6Kz94943e//5TT6Zrj4YoUZpBgvR0iEJWYXFhkEAnWoDyGYUg0FFohpuTkipN7ejafZtUoIXiT+5ZdR2+HuGlFnGCtkWmayfnioSTx6mOxOgv3IC6XM4p5Qr0YrVUXFqr0eEjTwLouPDze8/7HH1iWs1Xr2mrYfxI4eCWvUgeNdA8kCnA4HAkhcD4/ECQhEsllpdVGWetIwjYxZNFhyj6GRprchFHhshZytVBVFOulkeJsgk2EGCeOMdGpmgvdgzBlYjQXjRQnYkyIBHKr/Hh3RyKSJDIlG+vxEPjy1cQnzyb+4rMT53Pmm+8e+fvvFr67W/n6xwcuS+HxXAwdoxDSXrL3c7v7p/OTdeCwOhJMZEskd3EdgCjRaLHNWqA36ZEQnZalG3BsymZ/834gevTWDaZuiXdFs7UJ3sjjukyQ3mqOrV+0GXMm7IIq1zP86k3ii3cH3r48kZeV797f8fXDH/hf/vYf+Oa7H8mXR6RUks603MhrY12hlMqaV8T7wvdiPlGrm/AJoUOaJQQ0JGo6oK4UYyfTbPWjM957Vm+ySLDHGQy5P+P1i5SC7PbAJmDoau3JhtiG6Q++U8amwzdGwuFbjB+33TV+ki3tbPmG/TiUDVn88TD0o/9vlvfmMewnLIz7D1es33kouSeXRp9cd8wWm6roz7cJjk63PaZ0H/YZ9/T5GYus2xh2h8A28zY/21U8qUk33oQN6tUt5u6SGg/81SFwSMKr50e+eHfk159d89e/e8fbV7e8ffuSEA6IzG59yzhEAs4E25WgKe3eH7n3bBDEsf0+Wld0vQht20oejlNMGXvBVG1lGA9NM+oehMn34OEqRTUP78sK2JQWgldNexHa2Ap2zVJgWS6czw88Pt6zXM4WQ1bPDalzJKV5GBnVCVGC8/+IKvloPEm16qizaFpptbFc6ijAMkUVOUwHRCoSlPnQw1pGt1I9LBlDQNMEVd07iG5gKAG7r+Wa3KwQUzq1bru749/XnGlSUYnEYN5bDMIULadxCpGrOTAFQeLE1SkTo3L/uPJDXFjOjVKsEHIkf/u++8gc3esJxwps27p/56NtPb7jcyw9v6hKr6cZId+OFNx51JsKMKue4Zo8lVEjoOIW58jfKT8lD8T2+zHCaRae3QROh8iUAktu1LLy2D5w9+GOx/t7ktOGdC/diIQtnFpbI7VtnQZQqp/T3XyoBFqIphAG7Y1Jlq7QnoTxETNqd1X4W4zh56mFn60Uolcs0rbBDKHUFS+dkwfQNhAJ4vFiMUpKTKOxyTYX6kP2Kt5HFbeUXX369RPR8OD+BQUqZZuc1s2EPjm7136x3Qjs3Ze6vztyEb4Bg0zDkt6qmHeKpD9LF/p9R8lOVfVYZU+MIzu2ixH7sv+rhQb6Ptawu4//0JPwEoJXjRpUTrRZjFYCNZi1HIHWe1e4l9EIxMkSnfXSEC1ECr/+4siXn574v/1ffs9Xn3zCV598hrQjrQUueXX6BsNOxxi5OpzG+uWSrc6gJ+/FrElBRjcuJHA8HRGstqHkldoKuWbfK2FYemtZQAtQjIsJOOdsydZWSNHmMoYILaIteGy+0vJCDJZ8bbWHiepYpyRxmws1eudWoOZAW5VIYgoHUjCa4pwrpa5Ao0Xjo9EiwAqhEWJiWVeWZfWCtUZZzCuKU+R0OlCr8v7DQvEwQhSD/s5xRqI1vHn+/LnBf2smzbPlU0SZUyIejtR6NgUWImuuXJbCISVSCMQIhzlxPMxMcaKpcr+cETGWpZov1HWlrovBvkMwr00La85M6URKB0JTbg6Rl7c3fPpWWLLyxx9v+OHuwt99856v/3jh/YfMHz+crWre96YCGifbw462Mmt8v71NsAftu2YT6o3mLY47CsoshC1JuhlO4wyNBlGy1Uf4uQki9E7Pla1D3ZZQ7r8HenV2lyhuvHZDrFUzml4/m3j1PPLJm4mrY4IG39831nzmw/v3nD98gPWCxOQJenHPtDiZoXmpNPM952DhrFrrkAcdhqqq1JQoYUJ1Gs/VSQ7rCIdLFzdWMClbewN8rsyZ/GdWCqNpe1e6yI5WogvK/TfUeWCgs4Da7PawRbeRd7DBHnzs2s5VaE8sRrG+BXWQ7W0v6RawSUrTpG0jTWN3iyd2fVfNP2mc3sunZMcj5OPzsES3kjoGeEt3bdfoj7l5CP3uYUuZ9HDOk5CPmSsdjPG0VaeMeK19ss+TX87vN4i6MO6UPqCqmOAqmUNSfvXuwGevn/HrT4/8/jdveP3iml9//prr0xWleYxQ6iiuMTK0YLkAj2juk7OIQzRjfLJIVRvaKst6Hmtl4Zy6o00WlNlj/7aG2qrbBPbcNt8m7PF7a1tprbLWdeQERMUqpb09YwheyiOCJD+sXh/QWmVdlZIXE9gxIbPQmiBUNwoqrYnt4caTgkJ1yzBKIHgNRJg6tBWSzEhQjodIDoVWK07DZ/Qh/t8PP97RWiW3QvSwiTZr4TnH5GEOQd3bEokwz9QYSYdEqY3LWmy9Rb3qupGimXIhGDLJDAhYL4sp1tgIISPVyONCCxSZ0BaJIfD8JnGYjlwfhNfXC3f3mf/83ZGHc+buPvN4yeTanDDStkykESLM00RujbVUz00IUtvOo7S1Heyk3WJ3C3Hv7XZB03+MPcHtVuZT/7zDg/UJ5cuQAX5RGWeQ4ZiripV5YwCNeRaOAb56FXl+m7g+HUhppsnE/V3msmQ+vD+TzyuUCgczJpZzJhdXCKWgpSDOutrPYwNaCJRSPRS8jaWEnk/Qca6HJzFOzFNZ0MPH/ez3sNufSr38qdcvVAp9EX0EO6Kx8RT+jhkAXS935L1sVvFH7tkoQvPfbZulv2VUA9qM02fbH85g2L2G3Qz1zdX/jGQMbPUdPr1h9x0d3sJ4GlMEuhf87GbZay1dqXUlIuO3+wvtFEOndlAZXkX/4qYeN2tlmxufa+mbYLuBbDOxeSKu4GxOI1BpVGapXE/C7z458de/fc6/+5tX/OpXX3B1dU3gSG1YYj0Y3DX1fg9iVZkG5zRrsNM091rT6BA+9UNswt2bvazGOmrn2TZw0zLcbARTKmKwz0YdCaUAND/cG85bqdVYVnPL1NZYqpV9SrPWnNbqssMqZSSvc7lYOKk28mqMqJbgTk5tYfshKtTaNbTssoF2fx3hgEgKMyFE5jhRSqHUSiAhQZinhJCpoTIBNKXmYlBg4O7+3hLStdDDJK1oT/+QfF4lReZpst69h0adjAeL7B5uMMTS7Gy39IppgRSTk7A11lysDwlCC5UqmbVWY34NjSgTgcj1MXJ1mHl1PfH8NHN3LoRD4vv3K4FHW4u1oK24UFWSQ5qPx4hmZa2N5tz/o+7KNuaokN4OKEOGmOJ8atDttjwd8TSMez/tTccHxjlvu1uMwrduUXd48gAvbFGBwyTcHOCT55Hbm4nDYSbEiaqRh/sz58vCw/0jlGznO1n+4PGyGMGjNlMK1WHYO9baPh09kWy0G27ASaBIoEljMCN/pBT6gw9T1T20QQvyCxQC/AKlEOCjOJtZKZv1u59s/448rTfko4H1RTRFLSMuu12uoytccHR44xPT38JUrSmibkc5hW7cJ0HoG+zjpLAlejdabvHWiGGjlurxTLo14uI3hCfPtKVCOuFdT5LbZiu1mkeyE5i16Phix+P3ftEmTKsnXzeX0B5/YDRsCJ6MDZ7JU4QaypjXXBRaIZWV1y/g888C/+Fff8GXnz7jX/zmVxzmI4f5QCNw/6goHyzGnGaCNoOrTtej6CpG8yCKC+GqjWU1fp8YJ7OMKNRmVroqg2NIgRgTUzpQWvbP9VxA8y5rrnCc8q8XeGmPzSogcdRqBHWoa1VaLWhudPRFV2RdUDRV6mVxRtZMyZVWGmtZLakdIq0uKI2YJpNfxUej1ZRNN2KqrXRtMv6sawHNUB8s56HV108oGqnFQghrM6iJ1sbhkIgpcppPdLBEzYVWmkGDWyXnwrkUWsMAAWEhpjPzLMQUOFwdmQ+J4zHy7MUNkgKPa8YaD12QYgbVpVZiSMSQOE5HBCXXlbWeUZQ4T8xhYpoSOWeWeiGvhQAcgjBHeHkl3H51xcObA9+9nfn6h0fuHle+/u7M46Vwf678xa+O3JwieRH+8cfC48XitR6U9cMvIwoBSufEDK7ApQqjmY9T7HcE4HYK8DqWTjux/z2jNuiptbx5vaNmwqVtN0iNaFKZm/Lp9cTnLyMvn5+YjgmdJr4/L5yXB3787gFtlRQKhzkSZeKhVJbcyFkJVZAm5NZIGAxbPNRVa6UqFA99dNO0SqCFiUUmKokpbHVFDnIk9uiCqoE9MGMlhmhz2MNM4aMQ+p95/QLq7N0kj5+km9E80bjdku0L9pPvbl+nW8dd020G9/h1/8iwFPbKaeedjDBKh+zINgwd7oFr24++vhnV3a/Y7vuRLtwGp0/10/j9EEJ+mZ11MmZLd1P30bN063rkmOUnH9l5Pzo28VNLSeghO9XGcVIOCT67PfDujUHpfvfFK96+vuH2+uDNYHxcPv7O8God7YKHbbo3sBV9tS7we+HiUKBeeOUPa5a9upKtDjP1gjA6ksK/K33RfE+gdKoBq/JtoN5qshsGajjw5rz0wUEDlY6H7wRj6pQAzZSX1wP0FQoh0JrzDbHFvTch0ps16VjLWpTS7I9W/10t9nzaiNErUtUYaC2u7BZ8rcQ8rCN6OM6UR/+jlhdScY8LtDZKaeRsoIH7S+FwiBxPE6iQ5kgRbzqPIGaKUrShsaFJKZJ83d0ClcbEDu6t1ax/p2EopTtIwiEFdG6UK0F14voYiAr358yHw8pnr4+cjpE/fr1YoV6rpsg9cSxDfuyNtHFqxnp3Yfn0HO4PRd82fQfpOAvjAzshNM7hFrceMmKEBDHFH4GrSbmaDHXkNFSowrpWa7OaM1Eah8na/QaxmoNWrPgwuFc2eOOePK64gSF7UUaTSJVIE2sYFvGKdlEzLLeYNsKONUTG8P0k6Sae+XmvX0hzYVJ2y932cEUXT9vAQjB8+J8Qq+PB9/thK0Bzn9IlVGcnRALto+sIOA2ua9HWC39aj64MgVlrh7pBL17ZX2h7DrNGq44p9YmVTdDL9r19DDSGrmzE2zXaxTqX3ib0FXrbm7F7NxRC1epphp2Y9M0qfYC7JJmiEHviWpFkAj0uYjwvbeWzT4XP30z8P/+vn/HZuzd8+ennnHMll8r794+kKMxT4HR1Q0oTMp0IkqyOwFFEUZS1ruS2EuKt1xZMlNpYshVZgdC0ekhCKcUrvJsJQlWQBNoCmovh8KSiugABiclomD3PotUQSJY/aD5/lrizsI15YMUrRHO2NpqtNFc4TkctSpqstsHGs3X2sm5tDZFEjJ1W2gj61rxStVGlGdmeJmhGpFdbQbwwLOfKkgtr8VoBhUBF1HrjBZlArMCtVWfF1GCeTaloNYoKFbOEl1Jp1RxA6wRqFM0xGLNsxHDvl6WSszW6ubvck+bIdEy8uv7AwX9OUyJOiaTqISWhxISkRDlZMnyajl61C5OI1UtUo/5WLaQYaaWxrHmsg5ARlNuj8vzqgGrkN2+uebisvH888+svb1GFP/z917ScCXVF5kSnbBgUDx1JJOYKKjZHVr6/C31u4uKnSoJe6e/Hrp/pEYbe5+v8m17XoV2muZIIvoChFeakvH0WeXHVuJ4K1fNLUirreeV8fyHXlTgHro5Ha5lalbIUyprR3ChrQbN5Wk3xYlh7gtDHp+oxMigIVRJLPNCsrN/mRSx0Gr3vtnnD9oy16Xjm3oTKnm3/3D/v9fNzCi5wtkYNMjTmPhZuI9EdG2IYzH3my/hnorehZNPYFsPrqbR+m+CWhf/Tf+h8Jr0IyQqTuvW9K8saGnQAzti7ALq725i8bm2Pm26f7f83ZtSnFMiNnTXZtbXyZCd3Y6F3/hru7376noxRPLnfrQl1ZekqOdhBr802TAPKmq2j16nx5sXE77+84a9+95pP3tzw1edvmVLkx8cLa1lQtQrXOEXSHAwuSqCWaoomBjRYFqIUq9S15XIG+Q6DlF5KD1qssrjVzON6h6JESfSewlIDnSoi7YAAvbkN6i6wQ0hrLb7eYoJUQULaDIpiltma89aBjLDRYLu2rbUi0fH+4vmpatXqdi63exgFhe1NE/BbkpoYHSKarLCrNlpsqHZvy9bIcOduMLXwRKAF2fakqvU0ML1nCetJJi4lm7fQzJJvbbehilntrZgCiwGO08HutTYeNbOGyjRlphRJkyn3GAPXpwMkhVS5rBVCJIQLhxnmCSYOXi2OxbLD3qgSV2LVPaVgTLaYoXKY7LmmaUJqpRbl5fXEZTlwWQp3qxh9RzeEpIeS8H1tHosZBjZb3RxoOzkxjvfwDth5DzrOYTfaCDpSc3svQgTPU+Hj2TyN60Pj9ih8+nrm2XVgOkXS1YwSWFbI50I9L9zMgUOKRAmsJbOuFckVyQ0t1ZlO1c6WshkTuPfsS9q5TCuRGgLavfcuipzy5Smp5banupBtark0Ddsz/ZKkws9nSX3yr52r44dg/FO6ktAh0Ddp/fRiXXh2I8EEvHsKbNa79nhyf7C+qvubtk0xsNtM/YayUxQfh2R6Am6L0u+u++QqmwAfLqt/R8dPXYP4YveE2t6s+Secpye3Hf+wN3oBX2BrRLIvput0AwpEqSRR3jyP/PbzA//9f/OCf/GXn/H61Qvghsty4f7+zixolPk0EZMQpzgOXC3VQkaxq241SKYKQvQQTHMl4ZW+Ht9stVHySikLl3xGBKY4E8Nk3oU2Q/UICHEUfjU1aofoil6890KtFZVunSbwgjCHAAHB8d/VK6hNIDSvEg7uU1sSL24d2aqiLlRNCTt75rAy+x7sOTXxgqyeS4O1WbIhhkCKFlYb1OO+MJYP6/tuF1EXMTCeOI2HKrigTURo2RLCOP+S8RzYtQvUKtb4zPNGc5qM5bUW1tooKCUoJVWmJBAhpUjUBFNDE6hk33CReoroMZBnqyOqYo1+JAbP41gSW5txMNVSLDchweL+IqQAYTL+KGpFi/LsauJxmXlcChdXcqMAdmd8GWvBTuAjjKXp1pRgZ3nEkjfbbTuTWxB4GKz/lYPW15Yuqjzef5rh9iS8fJY4HQJp7ggv4XLfjOxxLRyPE3Mwso5aleK9K6R3V1M7Q1GC7eM+dPWC1CHW7PmbyKhPMKNQnXLHWBVUewwv7u1b+j+6wdivuc3zz1MMPz98JDIOwl48bsJwP89OB+u9BCRskj9MTh2xLzvs1+vaQdU6SNil3CL3UAi+5F0IduthG+g2Zt2qh53qZuQs1EPS+EFFdaiiYYH2EJLAViTjSrDWgZzY7rrrZtbzFq7C9wUqiBjt9JPhbrkBM8Rlmwtf7N5buGL1Byl2ZReIpXKIlRfHwn/7L5/x269u+Hf/6jfcXt9we/OCWirnc+Ny+QakkabG9XQipcTV6eCCLlEUtBXrM5AbtWbiZNBYY4eYgMR3P3xPbZUYykjwG7TTqKGXy4VSFg7XV4QgJAlM0xUhTORiMMgpReIUCEFJJSME5zpK7hJnSq2GhnFenzklYgyEOBl81Oc9hIkpKupoIlBinAjMEBbwLmiBiLRIdmWzrosfPKtxQKwYDPEGN8kOaq0VmSI0IXgOojlXjf2p9HhPb2TXSjXmUYWWzfLWDqagw3HtABu8V8ileMgvI62RUCQI1RWUOhw715VclMVDCEFgmiMxTDSmYTlWT0ovxfItIo339/dICoQohswKME0RvZmoV1YhnVIkTYlpnogxsjrGvrbKHAwrFZIF2HNt5HIZx1Yx5WEeV+DXn514/XLmq0+u+V+/Xnn/WPn2w0JelXVV1q5EtVpdRopjDdUPq6gicaNP3/pRuzL5yMgarLbdE+0Q0FH31A+5/dWpVZCIUBBVPn91zatnkefPZ5gVTQopcVky/+Xrb9DLCrVRcyPTIJryF+2uezcMDHV3rpWo1lmttg5QsOR7kGAACwJtnmgh0UguNzbZI563G/xoHUpfNkj3Jow3OSg/UyHAL0k0i4zygq4Eeq/e4cl0l3jc/6mAVsf3DwO8m+jy1Krvmn5oPpFtIUcm5aNMhsgW2tp5JkMIdzUmO3vfH2QP3RS/1yieeToLm2LY/85dj81d7Xd+osZ3cdHdag3zptsJuw360RSKGKIrOQTXOohVghTevph4cTvz608O/PXvn/H5J9e8eXHLPB2IUSi5N6hxrPo8cZgPA2FkSLJojVAUgqbBIpqmPsyGdtZQL8YRqhPaBfAixVxMkMXUrXIL2UzTRAiTz1Vvht6hkgGRZmkUn9/9bPW1VRXnj8lmqTX16mqjr6jNxmWxaa9CxhvajD3lyWknm+uu/LYm9pmR1B7c1fZz914Mf245BUvEK9HdwxHW6InljrV1ht6OstOmjN4kAhb6dGNKunUoLvjF6Z6tmZD496IbC7F75T3H5paojsf2vVnN2gclijV3CQplEUpQziEQYyCmwpQyMVmhW6/PqdEs2EHOpmXY5s1j2z3cabCEzBywUMyLxM0xMEfl4dJ4vDTuz5VSQYuFP1WVyBY28onxyII88fRl2yH7UzqMtfFOlwfaf7WTU0+OciMFmBPcHAJXczDvJ0XCIVAbhgbLBWk2zloVpNLWTPXCRN3tpdGHRpQOclHfA8H3Xh+L5Q2SJZiHHOy2oc83fW7ZPNt96AYGC4Dlohjf+zmvX5Zo7rftrha+fT1UFJzrxBKAzatYu+bygzbiKQw3m9TxwZh21c2Kt0Ppppe4O9QnQHUT8uM+u90yBsymjPYf0Z1z0n8R3GoA0ocAAQAASURBVCMR9doVGZtM+6HrY+1QutZ24amdm/ZEoG+x056H0f4PdxG7IEzdIuyuhQDBEr1RlEMw4VhKIPDAIS38+7/6jN/9+hX/4b//NafjiSnNtCVR1srl8mEItuMhMk2J4+HANB0GHj+GSIgJ66pl3kcIYonXYEJ3WS9clsJSsgk5Nex0jJEUJyRM5NJYlkfmOXmtAUwpcjzOxGgUGfNkyejWFlRXtFuIiCkbr2afYveOoCJoE0oVyprJ5ZGat3CPhU0qa37wPIe12VSF4zwPSnSzYj1P4Vw8vaFPpwoJVA9FNaNCr4ZQasWYLTVXLjlzWTORI8aJNJHc+l6WBa0msFstlNUKukIIliepvq+rnROtq+23kIghUjWgrSAhEjQ4MiqQQjQVJq47xBBcU0xWHU2xWHy0AsVS4bL2ZCRIsLMTQ2BZV9aciWK1BFGVLI1QI3nZgBohVEKE482Vew6JHJUiwpp1WOspGp/Vk04xYtXid4+PzClyMyf+xaczpQnfPcx891D4/qHwh39cOF8aj5fAWgutVKY4AYEMFnLp5wAY/NKOk9/QNh262uGpW6gVXLY03eDUfg674lGs8db1CV5cBV6c4HZWomau5hsOVye++TGzXgohNyIGLimlkmuhlRUthj7DPbrm3GhWyGl5rqLFc7SBWSyvUBwepyJUmWhiCebW2zTuEuH0nTz+vVHADyPahZtBU/3z/9wVzXwk51Q3rya4FWlx4u7n9GKsru90Cz25xhwvH2xP1CIQ/eKqMhBGo15+uFGbl9LTCiZYw7CMJPR4NcOlFAxl0ZkDQxCK0zD3xJRtRG+HKGEkwNou5mxPH4cV2hOVT7W2Dp77OvILnmBTpdNWi1gAxxaxDcKwGH2Di3pi1KByp1n56p3wuy/f8fm7I7//zVue316ROEGZsMb0hSnCJBEVI5/rVvs8z96M3lhIO0U1MmH4/41VsTXDxufVisgmiTAfTNFIRhVyqayLVW+u65njKZFiYkqJGBMpHt2T6Mny5l3OjIY6Oh2FVqU65YCWDv20UE2tjQ/3D8MKs/PioR/vVWC1I8q6Loj0EEQADQiRWjJFlVxWEy6hw2uFaUpGOVAqa17ssJdqJGZroa2rJfla9aK2wP3dHSg8u559N7aRhI1hGudgkJJVJ7ebIgVP5ifrooYKuRajeHGhUhVq6yETtc5sqm7JBw4a3FOA2XNqIpAVCHA6TgzoZ/MAqQZkmqxBfLNakHy5cK6BcgnIdBwecwiWaF4uCzEW0hRtffykiZhgTMmLGSUQYiCkwDTZvs+tUbMpqSkaa+uzq4n5kHjxbOL5IXF3LvzD9ysfLsLD0gjVWENbbfR82tYDxMxRlA7Ecz4087G7YdoF1bDR3MPodQw9ryPipqp6r+VD4M2VMM2VNCunqyOEwDkr7+/OPF4W5mOEbHkDu40Y6KAoWpS8ZGq2vIu34Rg5LpVg8FJtA06tTdEOQU1GNkm3QX351BOHfT6ixFGj1ZsuDUOzqYeMZPSx/lN8Tn/q9Ys9Be1Wv02z/V86nngXVBltN/sXnyqU/hKPm+v2xv7KJjQ/Crvsh9BdwX6TwTukjKrBjYrAlUJ3PEQIwS2vfv0ewx832aCqT56lY4VdAT5VmjLmaYO6muUvXcnRvYd+D1dSvrL9jh2y5mccgEMSnp0Cv3o78Te/fc5vv3rOqzevrE0kCVETMCFaQ6EUExqMUGvyJGtKMzgayOgUTDEQjE1TQk+4WJy0NaUUt6jVCnCaQtENArcs2YrBygX0RBALHVkhUsf9qxsQxbiSinMFSbKwUKcWpjfNcXnWGqUWHs8PdGRJ8vBKkERr2axrnyNrp1gJQUGrCw+xXECrlHUBvOGSz43lawwFVUohF6PMLqVRSvUcQSNoRT1enkv2sFLc7Znud+4gkf1wN6MDNwbcBhhtuDtehmTyQqbeanUoBfdcVJtxFAUhJTck0GFIGYZPiWIw45HIdcdWqyCSLLFfCr1FbG6NlgPk4p6xWgFqEEouhFCJKVBqpmmzkEo0pFBK0em9J4LnI5RqBpcX+FmSOpBS43hMTHPkWgKTwPU5cGkN7gUNjXqxGgypDkTX7RQOSrNdzEXCpjQ6yeJIMu/jTXTjzdYneJire+VTgKtJuD0GUmyEKExzJANrVi5u+MTkcGmn09Z+ThySmot5mDrWcruvB0Q8JKouJ7xgjWid/1zB7UTbeHVhL3sZu48+uKSUaoe180k9Dan906+fn1MI255XdnPcLd3RwWo38T6I2A+HMkqUAO+qJfQmGnF4EtvnRjqgKwuPc3ekiMXmQOsWget9BEA8FKF4ANuFsDNR0pN9OsJIdn0jIevJ7r0K7NZF71Vt9Nn2S3vPBGdvGgMOEVMlShzzNhomab+DULCYf0xmCUxAqBYXPq8X3t1G3r2I/E//7hWfvbvl97/9HKaEpDjoPY4HSIfg2POTCU3SeIp5MgqGFBMd+GBF1hEx4gW2vgW9k5f3kiiFdV1Z12zWe6uUuhg1c0hWm9EKy+WBKVWEg5eFVFS6oLFK3XVdeHy8G9Z8WcqQp2GaLJcRfJ5EyJfCWiraAms5k/OZq/nKqzcjEk22t2zNbASslwFCzY1GwSLchlT68OEDEmA+zBzmK2IMPDw8uEdSXcFVSjEPLXgNBdJInbUyJK4OM9oq1em7g1gy2q5jlbnT8WgufIOSjXNKsZyLeWD2fi02L5ajmChFKVUpRYft0c+AeTVWjNfnbS0dlWbonyC9/7DtjcM0I+AhMVM2WSMtCDUEcm1cqnJ/d3G5qgZnjUIQWx9pjTRZp7jjFWRV87K9H0ZMhWmKzFMiz9nCj1GpUalJkdMVaGK5XEiTsYy+uZ15eT3z5ubI+/vCh/vK3/7xjvuL8sMDBv8sbhY5R4a4tx53RmRPA7Zi1OofMw50dd3nMYLH3BuoESx+envg3W3i9U2E6UKNgsZAuTTysjLlRsuNkhcP/5nAbV5TMYoAXR7N08S6GHgg7uxNaWb8VLyFahAWOZBlNsRZsIOpdQtfd7B+CEad3gMn3bhVDOgSvC99HGwNzbrN7bpK/tdev8BTcG3bLXvfpD+xov2ze2t+WxcZgll/8h13jeQpfn+nW7aL7T2LXaJlfKwnJfe3hd2pcrfqifrd/f6jwbUnPoqOn8Zzhs0fGLTeul1T/ER3Db8bKB+D8ICea6QpTKKcZuHzlyc+f3Pgs1cTX37+nJcvrjkeZ+PziU59nCLTPFmxUgqWQCYMJJRtnsndfLPyFLM8zJKp27wLXrj2tG7ECNcyOVuD+2V5IEoghoAcEqVk7s9nlEzOj9SSCXFC0sEPpVKydXRrtYzQ24baMou4qbKWOpLduWRKLtSyoDWbbdccldYNpmocSqBuOJgHk3MBbQiN0jowpBE9CdeK5TFyseprrc3yRM2sbZVexS1Y4VUPGWwbpakOAbwnB+x2oERrQCSlbcWRudBUyMWK34yPSHxvdkuybwsZBot5k7JRbfhnWo8def4riFgPDzecBlhEe9gH56e00Ev0MzElS4w3R8+01g0b2ysGDmiEpXn9AGhw8kkqtSm5NmJraBJiEmQWYwytjSaVFgxO29wbCaIck6CnyBSFSz3w4RyRJNw9Ni6LKchRdzDoXPb7142c4KGXwGjytLMuxxHsuT0RISEcAtzMcJrhcIA0J4PWes/uVuv+gnSyzey0K60qtdSRgwq+btbsSDdPzefS9otLDg2omLFhXn0/dXav0Gmze7GFj33LcW5GtNC9VNsaQZx2558/p6CD/uBJ1r7LuC6ot9mm02hrr7YLtqkRHUVK9iD28F1wSQgjbjmUhfZQDFsRj2Ja0JNnZnSL9xzePJonk+naqudD7P77+gYff4MesFH2kLeesO4YebOy7TvGe49Azl3AywgTNTdl+v7ckFMmBqzyFWJIZiHmxu1ReXc78T/8zSt+9dU1n356xdXzW/tMg3mKTGnieHUgpcg0zVaMFoQUrwAcdWTCPcTJ53gXlqvWp6C01YsL7f0g0XDoXtCmCGupPFxWHh4uLMvC/fvvQDMilePzE7XB42Pm/mHlmBq3N7ek+cB8vDW8dmu0YhvVqB8YAstcLOtgpw3Wy9li5zGyLAu5ZNblHglGzocja1r0nINW41pSiGGmNQtnres6BP2SK6Uq82xWfIqRdbH8QS/Al6ZIbSRVSAfjSGrVUXBi1MXNOp1ZiKBSipfziXMVeXOe2h3J4N5a0JG8rqUamqUGSrZniL2af5gdplSCK4TQjYxiZ6DT2ihiwiRYH25QNEBMgvWZtnW1HI2FTAnQYt/GzrsVIabktSbFw22NXB0EIUIpilQlFyPOkygegVOiVqv6XSCWQkuB6ZCIMhGnRMvFFG6PhSpEtTM80ZivAs9vA6ebG+4uheP3Z777IfP+rvL+bvW+1S4Mg/OTKYY49gOfprSdUTAr3qWHSD/L1k0uYntxRrhK8PKo3ByVw9FyCWkyj7CxUNuK0g2MOKIny2pFk7XPWTY21KZ2z9qMLFKdZkSa1S9E1IsiI40IktCQ0GhtbUXtLIhYD2f9SPkpDGiqtl3Xx/5yeR1DZC35ScX3f+31C7iPPBCv0IMwyJYAG+Z1MGUweMqBGsyaa6Hz4lhMmsGF059g05xPADx220EU17rLLDo0qLXYs3t2QBh0WxzCkyyLDiXWFcKoxnXUUbfu/aOIUy9Is6KtYaUC6m5aj5ebISPjcPf6TWvWLqQg5MHf3qtChdqsMUvLK6+vhDevhH/zly95/fLAl5/dcnNzZD4cOB1PpNjhngdSnDgersw7mLwYrBsZI57a49sewnFF25W28bwbOZdZWxZpLTUj2Spag8JxOtKuA+dLIdcz372/By6IZF4EJWfl628feXFduT0phynSWrH2lu79JIlUCeRieYtOcRIkOArKBlEr1hCmWeObWs1QSJ7IzPVim346UKmmFGomIExJ0JpRj5m31szDUDFUqNozLetCqZ6s63xE3eJThVg8Qaw0tcReLis9bJlXb9qjILW4sLTwUJisC56R31lyel2qNblvkFdD1qkYSV4tW61KEyWXRqmNWiz0Ftx7EVXyWD8dR68lyx9UbazN6jqOMrtgEHJurkjbQLOUal5AVjYmW98/8+zhRIXLpYz4eC9UvFzWzfByXTaHwByFOQUWVWIKWKCmULURDobQmqsSY7F2qwnzwKrXWqTInCLPrwLT4RmfPCtcHit/+OMDd+fC13fZFW8Z5UwQR3ikqlWFhw4vNOuRDt8tXmGsBAqANp4fI8+Owu0pcDwKaYar6xPEwHmtrNn6dKcQaUHRWpxjyyvam/VhtrxTpfedLmrootrwIkAr3hsw0R4Cl0RIkRgDq4egbWndXzDImoem3FMNYQjIjV04OFDBPGGTlybn4j93+Gjr89tdp7EXn/ywpVV3v5JNo1mnKLfm0Ses0MMVenrR3SBkTEx/hR42ck9mODH/teffRZF6otfEs46/5U/cHjFrcH8QzZHR4fVsBTMdr73NhPUM7jZLVym2ebsrKsAc4dWN8NWbxO+/uuLlixPPX12R4kxKs0EQk6GFUkikODFPB0IyuoP+bOjIzIywQn92dTSTfcDzM9q9GVN0rdNiu7Wo7gkdJlNEIoHL6rUKodCKktfGw93CgcKkkBej0pBmqlGxNpxmdVslrw/B4vGRobBLreScyXlhWRZaq5tXpriHEpA4uWCuHp4QI3FrdSRuO4rJipPcM1WroO7Vxlqafb9YkrOpIklBDQ5rtQ1QSxuWWil2/SaK5IYUE/54aKb2mja1pGMtBotEDanSsO/WagR43fCpDqltjrxS8V67DtlurSIeshox1mBIE5p6RTpMNVnhoYSt+tyVMM07gZke9KI5pTdD6jk/wBsr6VAM4ElxdeRO39shWGEc0CjEGhEpNA1UxEKSMUAV9wIVKcZ7VZtyaIl5jkxxZk6J6Zi4SYF8apALxznwWJXzJbOuthZeTz9CyK1Zor2vUQ9ejJDMjr5ffQee5sjNUTgeA9MshCTm2SCsax4K2r4mw6joCsGMjuroNBtLU/VQpc9bj/vvZYriEFKb88Hm2o+mdN3RtnnffbdLzH7Oh+zUDll1Q1743yOn4KNsvTpYHDrIcFO6eWpC0q1hBNk13MatquaTK51EbrfRUMv69wkQf+BeAboJZI+VBos7lx7C8pxKcPe9f17cNQ8ObNbWIYt1dGGTtO+NgI+SYVFb8tW+X3tupTmTy07wqnQl4+R2KIYrNwSM0ZuZxautoaVxigvPbwL//q/f8KvPrvnqkyumY+J4PPL2xVviNBNTIuczrRjnEcloBa5vjgCseaHl4vhob/aeZmpdqa0yNZ8v8RDdSCgHQjiQpPgxEVcGhSVnSslczvekeGSajrx+/oYgB/7+6nuuUuE0Kc+ev+Hu7kzI78mPhYey8k1dmI8Tx9sTIR2ROKOpjLlV58yZ4wnV5m6u9SB4eMzkcmEtF46HKyQELpcLy3JmXR958+o1h8OREV5UtRqPWjkvZ68mlkGXDTiLZaSqj8FZYBUoayWvlfNl4bwY1PbFi2eWDK6N7GiTQBhWei1CacpaMlNtTLWR0kRr8HB3pjpddfCWOkKg5mZ0CCVQS2O5PFgCulWqWIP23JSYJgulNhMKrXNFKazZkpdSGylGD5l6+88UWBdXtjUTgu4MD6OF73o1C52s9cm5aiil1FEJW1qmqSn1pOZ5H9NMVSWrVfcLFg241MbjugyvM0U4nWZO1weOtxPTFJGjUWOIFtbyYNY0javridMpMedEmiaOh2tuDwcOzyZeXT3j7lJ598PKjx9W7h4z/79vHzgvlculGppLMPCCAq3n8/D8mXlQnsOlunEbJPD528CbZ4GXr2an9ojcX1bW3Pj2uwfWtdgaLcbnBNYvIa8eYquVvKxPbNnWDJGHh5HMomhQ2EKRNJpTWmQiTaN1pev5kg537xEVgTAll0dtyKngoUFKr/E3wwJ/Pn6ePgB+kVJwgT/U2JNd1AOT9NRpZQvn7GGs3S7vYacnNrPDzkbugk0hdMnc/73V9LmV1+NMfUwKnVVUhQ2qygimWDijI/bCJvwB59nreZIwdMRG5cWwTPbJ9gE7G/pB+odNePVnEkAsHHCIyuEAv3534vXziV99duLtqxPX1ycO19bnIM6Gea/aRo/j6FXCk4cp+nNrv5+X9PcG36az+iazjmbdMmzabXZrAlLVCsly3pRCXldaNLQJciAluL6+JpR7SrnweL7jfFmsqrg2qJ5bkUoImemUnKm0jtzRSJYFU/hW/Zsdnmo1DKpWmBY8PnqYJqIcDa6L4QBVywZJVQv3ePdirA2imcMRzIqvihbzRLSCVuXysJrFXredty7WUWxZC4tXq+JJxICyNO+c5WiS0hqx+p6uMhSNUBCxArQlF3KpTq1sz2xCOgxBCtG8EKr1D9B+0Ls1jAMIgv9sISeruFZDMPXd1q1G6XvDqbnblgcM4pKzNRuDMsIcHZKh2PWHp+1goLCHWTvu3o6/ez21sOZKuBQIUKdGaGGjmW4ZBA7TzDTay4qjtTJrALQSDyduYuLzNHE6Tlw/Zi6i3D9m3t+tXFYPh9E7tfVkaw+nKogOxFJVOCZ4NsPLZ4kXzxPXt0crkKxwuTTWtaI10AoGkFi9IZPvheEluGHYqb67oWuixWMDtdKpL4ZXQwSJ1JAMkiqy7YEhKHaCSc23AatuF5fFG4JSNs9Rdugj3V3qz7x+EfdRH1pPaqhsMdC9YhitI3sCtz+Ez5R12to7PTuScvoG9S29eauMWXZraYwH9WQSu+v4RPWk3cgPWFxfdPNoWghOP+BWv8cijQYhbGuj3aFw5SRO7+Dj7AvWQ0jBse868KfBG9Y0ajARHHKzFofPAv/D37zg09dHnr86Mc1XpPnEq1cvmaYEEinFimFujgfDusfI4TBzOByssYz2KQpWlBX8GUsxRK4XZKh6aCJ768QwGQuqFibNZgFj1ujlklnLSi0rZVlYwwrhkXm6JSXl5fNn3P3wyOPjmfN6z+M5WwFWs41o/PuWJ7mVBGK9B0IMpJTQ0F3c4rUQ3se2VasQVUMalVIJEjimiTAlYjiZ0lelufJoWhwSqh6rNybX6lXSUjfAQMuNXFbOy9n2QIP7Hy+mdGarsVCUx/OFZck8nBceF2vIs15WY4qSQIsRkcAUo3krrRFTI4TIFBP50jg/rChW2TpPice1cMleO6FGCYgjTjoXToyJx8tiORU/E6mzDY+XUWCMtqQo1T3T4CyzQToKy86JiBlCpboCi97JLcZhIJRcdzj6p+dM/QwOp1ghaPCKWkVyQRqIBqIkmkDWQs4VbZmSGzEF8grTHJjmQIyZOUZurw7EZMpikslyNt6T+5ICL69mrk8T797c8u1D5sM5czwlfry78Idv7/jjD4X7c+NcdDxr8EZgPl0ElMmJ0Nay8myCL27hk1cHXrw4MN2euH+oLA+V+/szJTcCiVqz5RUWU+YlZ2opVvlezGLvMHXtzKdOg5EcInq5WBMqcbkAlt+qMVHjTAmJJmE0EeomrvjgOzpQtbohFbcPOTFiDDtCxt7/pJZuI/+s18+nzrbmCE6KZpCF4q33RBmcLrtA15NH6gK/gzfN4ui1Ay5YR9hlF73RDabar9XoyqhXsciTWxmUzv90eoOR0DaBYYko6zBMq9CpmBsjgbMhAjfXe7zpj9rDL10JdH/IaKxtXK1028/RMhqYcuE0CX/1qxOfvZv48rOZLz+95frqwPWzZ8yHI/PhRAqC1kKu3m+gI6vUkERgZG21ZkQiMU6OxFJKXSzBNEVv42ieRq3KWuFysQOX5gu5rFzWC6eo9v3phEhkmo8cTxO1HPihRFpb0ZZRVg6HiV9/+Rl/Wy98eHxg4gEUcg7koGQtlJooNXM5X/i0rDx7duTq5mbQTnR8V22r0T+0Rs4LrTVOh4laI7lMLEXIupIvH7g+XXG6urJwImbSmkUWWPNqcfImXJbFLFQ/sCkFV4juXTahFUMypRB4/fIlnS/JYsiVu/s7QwVF4eZ0hR6FfGVY9ZqrJ/UUzZVcLe4soZFi4uYwESVxnIXzspBL5bwsoyHK2EhqYSRDZ1n/3oDlfIIkK4RCvZjMrU+cjsVRVbh3bcnUrVthXtQLNOPwJkOwJGTUgDSX7nFirZni4YeOk6getjoeZrqhdZonIzNMidpgrXD34YG8Zg7phIZKDRX15HPTA6pW6FgXRdbKki9IEkIK3FxHjofA8aAcBDcY7MulVY6Hifk4c311xTwfOMyRT08H3onw1Se3nC+F93cr/9sfHvj2xwv/6Q/f8fBQuLurO4qMMCzppTWCKLcJPn2Z+IvPJ9588oLT9UwJAT0/miHkvTdadphyxQEB1iuh52h6LC543FrxHhnq8lINijJNySgtSnN5Kmg6oiEhabZKZ2TQ8vce8+rrMWziIet2WVAXj63nzlTdIMB3y892FH4BdfYu9CHb/3Yf+OgLu1/trf1dXSLD5BjvDlvko0uMO7umHI7LCCiN5MY/NZ7u08kWFupOjugW9tk+LuNy0pUQH+mEp6rcHoeetHbPZMRztiEFUa5n4fkp8OWbA59/cuDLT4/c3p6YDwcOxyPzfDQqCu/yRVOH/m3VxzEkf3RLsoYAkWl4b+pxAB27CVppTmjXWIvRLJOU0lZqzRRANRBiRSSR4sxhruQQ0aAeirGkb0qR48GghnS332/UqlJoTMnw6JdLZrms5DnAqRn2u7VtHT3JaTQT1hZznpPh7Uk0z4mIZowEEOPAd8Xc3bnh0qs4hDUzSTCGzbTDQYIL0Gi8QRKI0zzyB4rlAnKpwwpMIYF7YUWNAVV6u1GU5rHb5p6HyWpvr6oWTl7WajQQu+p102tOXudWnjbdbWGLF5em9BqkTpux9VjA6ypsfLhSqWblmLDyc2N5EcstSLc4Y/S6CWtjK2K1Feq1E10ptFo5HGfmOTHPB0qDuMLDwwWkEmIyzzh0FKAimuj04eJWcLXBQWlWDY3yeC4jv5GiGUCt81L5GddWaS1zPE5M8wTXkVyUF89OEBK3VzM1P/JdWql5ZS1WN9HcuAweOgvAs6Pw4jry6vlskO7D7GgsAzn0rnfVmyDRNnmxoRPwXKNnjHxfttbl1FYv0Ck18DXA94wG/7OrJ9obxexkjv3t8qSHBGEIxH0Se1+5LXsB9GdeP79Hc7+qdqHqlb9/Uv/0wTyRl0NgAqYN/QOjzaMLBQv7dC9iEzRdKQMeutqEtN2jL3wcG0iwSsue8BWxzeqwbRKBA8LiOPUa/LBgtMKdbUs9qa6y0xfBH0ANBpebVbuGngBXi2EHK4NmKRNzyNyElX//11d8/u7Ab379gtvrK55dX3N19YyUzCqKLvitIhimCe9KljjENMIvrRVrDq+FGNWontUQEM15hNramJOFxZbFk90EzuuFVguH48zxeM3NzSvOj2dKqaSlMh0Sh+MNIWWaVC4SyPk99fwD6DUqmfP9hUv+kcO8cpBEyTBNlpS75JXPPn1Bac3C1Vq5f7gwnxZCWZHcmKaJ6EKplkLJC/lipHahFbRNaJs4nz+AKJ9/8pwUEso6rD9ba9uXtRbDixeHlTaDD2qKME+EaKCEWuEwRU6HkzWcL5X7xwtLLpyXzDlXU5yLQWCt25WxgF4uZxMAMTKHiSgG39QQaRJ4fFwMMVSN9EakDsuvNJjM1LeEI42CF+/1RLlaHU9pBspI00wplcu6cpisULF70HFKngy2kFu3wEbxvOLIJqOc6OGjEKzgcD7OJvzjYSTTD4fIPE2crk48XM7kWvn01StKKdzf33P77IbjceZ4PLLkxt1j5fhwwTimDEE1x4mSV8foz47MyZYIx3IQRZW6Nj58KNxJ4Zvvz0zBQnE3x8BhTtzcHrh5njldJ+7ef2CaAtfXBz79/A3zi1umq8QxzLx8fs3nb26oWfn2L1/xn/7xnv/5P/7Af/y7D/x4t/D+fnWmBKAp8yz8268mPv3kxOs3N6TDkRYSy6VwWYTLpbJcVspaWB9Wq+1owmmaqARYLc9lTaB6oaIMxNZSGgFIEpx/zXJlqBkgLUWaCGtKlCBkD/31lk9BtryphQNdYD0paMSjFJC7t4Ba9bJaKNKMks5x9fO0wi+gzm6gMtyZ4dOoD9YPp490E/9uCe0Txz0J63b0VlShm4oZVrwfkn7hzrMUxrU2GJb2MfTvegJ187vswqPFJ5unYaEfdd76rsA2i3L/bF0797F2JsYn7K1q7JQq0ZFAyosDvHmW+OLVxJdf3PDm5ZFXz19yOh65Op6Y5oPDTLdqzaIeGsGpPVqm0Mz1FyglWyeniFny2iyBFwJSA3Up3D8swCMildPhGiXSWmBOEZkih+lEmg6k+cAfvv7A+fzI9fzIlSqSjoYQyRXqAs0afCy50lAudYVWmKNtvpggBeMxWkoml4WQIre3R6ZgtMSlVjp6XaWgUYFsz6cWemkeC0cbos0PiZJzQ5Ip216vshkDm1VOwGmhLWwnyCjGQiwJjFMc5NWqpZdcHGKKU5IEa8NJd989DBgcSWQIBvMqqimgRvDENUMxtGJhrhCEQ4qoexLFFVlTK4hCzUDSxkhcijgthddx9MriPh+t1RGC62dSZPsnu23bEUe9QRKYYpQQ7ToCkxMmGlw0cDwcmFWRYNQph+ORmKylpnFDOcw8RqY5cX0IfnIqckw0FVJNLDmzLtEgtYKBJLx+xPBuzWPptu8fVqPQYBKyVO4vjRhhSoHjsXJ3/w3H04+cjok0zcyHa44H67XRCtweGr95d0TXle+PgX9MiYecuV8zV7Py/Eq4fRmZbyJ6CNRoxuJ5WblcVpZLYTlno8xwb0CbetjQgRSuyHtRWXEqiy2KYQvYc6w6AB1d7lguSUMwWp9drrQbt/sK/e49Nr9ucFmzsfqoQZJ94UcZAPsIzZ9//SKaC7O0tyYhu1/99LXfhXTLZq8QGFa4e5R01tIuXGUngVV10MMGNVyJs0H4tVzYj7GIj9Xei2G77sfFbbBxh3QB0yNDdh2G2TUqMfv3R3jG7mdKUIkYyVsTc8Enaby9ht99duRf/eUNb97dcHN9xatnb5in2VzhaEIhBAbtbnG8yaQCrVjhXBXryoQVd5VamI+T90JQJufDDzmQS+XH9w+s67cIK19+8SugUbNwPEzWZOd4S5wOxOnANz/+LT+8/5G3z7+jCMh8jYj1A5b8iLSMinBZrXBozRlaZYqBmKLz4mTOTVnXlcv6wFU68eL5M5IbCw/LoxUIqiliCyNFP2SNFGdrWFLyOHRRjF9muRTCHEmzY//BcfjR8wb2d8ST3LVaglYbS86oV5onmS1sU00QrKXQ1uYsBoEpTFa9u2aP4zvuTKzRjzasMkmMp6uuq2HxVahFDP3kFnrx50gipCmy5MaaG2u1IsKmxQAIQNTeoEq96hxKKaCW92jN2jumebL9UY3CuRtJURhJTPXn69XrFnpVRxcZRcXNnAyiejEa7Sl2wkSrJzilo0MaLQR3uL62s6LCcsnkZuGymAIHmXnxYvYK78ycDkBkynC+ZB7jghTjpUrJel2jymNZya2xlkojUCVwLkLWgJ4DHy4FOnNBFOaU0fID0gq3h8B0nDncXvPy1czV9cSb5y84xYm//OzIQQvf30zMsfCP7x95WBaen+DVLdy+Scy3kXIS6mQ1J/ePZx7PC5fzyuXRyA6Te2ZalbLkjRxRN6Uwih/dAN6AOeL8VOo5A8sdmcEYkDA5OypudLMr5LR91GWvixZaj1SwKathuYxIjsmuYQR0w/hnvH4B+sgHsROpFhcbESv/PSNGWz3WuyfL65Ct7tqKW/9gLu0+tm8a2BvcMzA/FrflY2y1Q+PYwlSqbRPwqjzpqexmWAUW2dol9qXsfEaGbKrbBPQfxQuhQsesg1ZlkkAKgSkGclXO68rnLwKvbyb+3V8defvmhk8/ecGrFy85zDMaAplmArBudRPj0fyQ18noJqJJQIsJh8g0C1ET02EmxcQ8zYhYKKE2w6jfXM8s6QW1FX58fCT6fyorpTrjjVs0tTwSpFLWwMP9mVq+pqnRNpzPj4RQmaZIXpWaC5cPd8ZxVBeu5oBWIcyR+XBEubbDL8q6npEp2KGeLQxTqpHUxSpE9TVtGLoCs/ova+Ph/sKSF5RGCmYMhOjhRXHjwfdKXhcHGkREC4HGfLqiqrKeL6NfQ21nVwrBa1kSSHFPNLAsq1FVuMW/ZGVdC7UCVayatmSQ7qUE577xe/vaGbR2M3KCh0GtOZCjZGJwxJSO7dVpDXpRTxf4tUNOq2Bd7gbwhEOKFIWWK9O0efXi5yw5TTeHZMVZKTIfTpaGbAKSiFPj5uowFHxrdu6KU0tIiORqTYxitNDZQaCdDlZHMU+IwBE1S7cJc8uEU+R4PI7EfFAZMftJjhZ6XRbmaWJKE9ozVCFSmgnSIEpuyvlSWS+RVpXH9UB4EOT7M//578+ECHP4I/OUOM0zNyfr9vfqMJEP8HhQ/uWXE1+8m/nXf/mc+fqWdH3LWm+5vy/8fbvzCmSj41AnNtRqZ7+1nu/pObnqFrlVS9vv1Lz9EVKItral91GAEBIaJ1owqvqAw/j99x0Q0tGNOWOK2YsTm++VJLZXxJewDK95C24Mmfrzoke/rPOa7oXwk1cPplgiRXb/dRfKR7eX4U8U1/AOPDz0NPErPr8bFnd7UJfkQ6B370L9dzZh2/W2pDHIYGTtILCRilR9kq8wDdwne0tU9zva4fP4nwoJrBPXofHu+cQnLyc+f3fF8+dX3F5fcZqtKrhQB1U0DjlrgwHWePM1BKQy0CVBe9jBHjp4Q+9hEXriuVULSxi18Qw1clkeSaFyiAmp3muZizE21kIrC9RCXiqiF7RFF9aVXB6J0UjWtEIrhbKulJqptSDJrM6YItWZRPum1lZQLCQT3QKu2FirlQl7YZ+OPRPDRGtK7oVahghwhVcIIWH1Js3DJU5noTo8ByO060qok8555a52175Dp2Uk+ywvYY1wehvKdXXjofSmPmXMeQoGtTWl4AczBk+cyrCKe2V1pxvvQrtbAQ3YIgD2nRH57EcNFz6eGDNKdhztZqGMjrjq/Dt9p4YgTMeZ4OEhC4VhRY7GRUNMkzdXMjSd1Vz5XhNHuKiO2p8gMCWrlTEQhFOJ+JNYO1YvmnMKE2lKC40WbF2lNYoqU5qYYqLXmFQVvMsT+PqWphQ16vZVE+IeYVXvpFcXpilwPKy8eRk4zIqWQKJxleDVTeDN88Sb1zdMV8+Ipxd8eDiwLpchNob0UQ9Ttp7T1PGnqQ6rP3S51LwSvkPV3dgaYZ8uN9z7amLQ6b6+A7yCg24GjU/3Frq07+Ftk4093N6v//ODRT99/YLwkR/uLthl26Sqbu3INpRdmdaAgyq7gYen1+t5Ar/kk79NE0YnGeuJaVMMbffBcf2dPunUyyKdn0ieXHucR9m/0ZWSenV0GPeR2J8Js3rEE0wCMXnxVa3MrfL2hfDrTyP/4nfPePvqik8/fcfRuYusneNCCR1xpW6OmEXWmrmnx3nCabs8WRko6vFrvSemiZASogWqekP3TKuVNa+s2foCBEkkCXz7w5nDBOEm0OQGEeXDw6MleJcL+f6Rdrnwfv2ew+nI4eqROM2oQC5nLpdqhWQ6G2Z/XSgto5o5piNRE1fHmRLEqkflSBQr+usKOkhkCpFwSCzLPbVkdK3kXLgsK3GyGox4NO7+wsp0MLrm+TBDUC75bDxMYLmCan+maSJIJEmCaSII3N2fuSwrd3cfOB4MTjkfZhSjW+hW4Kri7Rah1EApjcdHQzBdzhfPqxncMKZInCevU44knUBM0K3Z2F/nmFxwNC6L10r0ug2F4FalahcB0KlJtJklqAhTEKfIKJaUFyirhfE62KEBuVZiCKSYyO5KG7wRo4KvlSQHXj1/sZ0T3+9pCpDiYO5sBCJWZ9ACVM1Oi9Lc2hVaK/70wpymUfBZ1b0LR4KFFKm5Ufr4ceRYMkSYNGtjegrRGFzHsJyG3hF3rM4BJXC6vkJEmMRzO2r8Ua1a+8+lNd5fKt98sxBkYar3TEl5dyW8vZ149/KKz778gnR6R5jfon94z/nhB4OBKkQNNA/raC807FBmnFVfgiWAq3tiIXBpFs4NkqwFbZxYsielo7UHmJqQJVFkIkv0sCReVCeG3FJTgF1mSeevga3LmmyehWCoRqMD3xf5+lwPZfPnXz+/TmFHLCQ7VTTusxOqbfzOtdnHOQhckex+fnqtnjyWXpTHqNgFOt//8BJE/skH3lPKPrEAfMzd2tmrs6FcdtXh21j7G1tITPz9pjCHymGC370JvHs58avPDnzy9hm3z25I8wFCIhdvItMVwVBCVpTS+xOAJdZiDKRkxTzNC44MbYKHnSpruRCjMNWJVkxwX84P5FwNBqkz6hWiUwhErO1iqcr94x3aMrSVy7qw5hVqJdbMVM8gZtGWasVztRTm0bxmhWqNzms1qKvqCt4bonk/gEYhJfeeJNGaAM5llKBl8x5iMhK1Tn09xcDNaTIYZwhMMpkXVBrFWxW2ZkVBMU6oGi1ErdkQSFUpOSOi3N7ekIKRw1nORmnVKZw9nJOzcr401vNKXgsPjwstV2quzLOthUyzKa2Y6MWRtfX8gHmnKlCqM2dWpfS8ZLU6kBCtvaoJUatN6KdEsb1Um+3GOPDmO6Nndwa7L9BUkWaer4RuYZpCUGCOwRmIu6VprKcSxIo21c+DU8+stVk4yr0Pu1cvvILOWa6KJTh9aNo6ogp/LmEwHrh31PwwaV8HdXmh5vVIiB5fN0is+r1FrLFQDxQX52JqXZnFQNXEqo2lCcnp0aMIqzZybvzt1yuLPvDuP37NizfCs1eJx8uZS15M1jQbYGt9j+jGFaXNw0t23+BzIF0OBdOiXapYaNM80C4HNUCLiRomiidZZcgqfSL/dG9J7zbHRqOzZ37wVe15TvW6qeGK/rzXL1AK/pCyVfFaglUdCeH/9nt3Bo7h6OzCQSP8I/LkHpvL1t0iGaGfzgWussH3bFW2opTun215A9mSLN2z8PsObnnZGF2Vwfqzc8lM4Uh3jbT/LoxF7GiP2pRprtwe4S++nPj01cyXn1xz8+YF89W1EcF17Hu0uevJDFGlifEVpTiNfr4p4n9HSnWaBadGrs142yuK6ursk8lqEWrjfH9PLkblHMm0ZuRehzQRCTxeGue18v7DHVEKKVSWZWFdC5FKqtmsI998Rg1slZzz3BAqqhlpFVwhmPDLIBUJOGWEUsiW/2i914FzArmwXzNG3ez8+5bMbMzJUFIdgxUlUTzOX3qwXSsxTIQwDfjlclmt0Mi7ucWUuLq57iedy7L4Z2VQTZRqPRzOl8zl8UJeTClIU2JT0iFZ05nDyfoa+DloqqxLMfKznXWeXSnV5sLVfx+8G50Es6Qphr4ZnrX2Wgezym25ZbcX1VF3Oijl+7HvaLsooBIozREpApISEq1i1qq9LW8jfoaDF7gb7QnkXLxtpPg+D7sCTYaX0bR57wA/+82grXg1hBledp+ek2xs59qjf54jNBkySTAOIHrCnCF3Ukj2sWaUK8ZgokbrIkJOkdyEFQsdJovpsjThssJ//EPmh4fKm9f/wJe/AWLi/lE5LxcXdmar1aa2/ztjoNeFNM/rhOZKoSd6wcO46uu0Gegj9C5YYWvYlEIQyxdttSmuLLu81O4vbPOjqsZYIOwQmP27HXDTNnE6dteff/388FFwFdqthh7f8mpe3Q3WlMcmnMO+3+8uX9BpKFJIuxncNH+fxC3D3uFuDME+oEF/QhFaos2OWxxKJozvRpFBpNZJCHv7z11a21xKT3ztb9UTPOtamKPy/Krxb34988XriV99/oznt7c8f/0G0mzww3omSSR1dlBtRvUcEilNJJntcMKg5861eaelydE2jdyqUxhMSLJNXwughXxeadkofJfLhbU2HnLj8njP5VL44w8/8vrFgePhlqXesFbh/nIPdSXqSs5OA6wrM8F7N9shXHPxinYhBpu34wQNqwyvzapfY6pMh0BoByTMEEyBWGimIqFaKEZ6kteSplahWwyxFQQ0eI+EbqmaRbuUzJIzp9MVKQarFC1WgHf/sHjhkHeNC5HZseN5uTjfkFKqU3OvRnBWauPx/sL5Uri7W4iYRzGnQArCcTLOpRQTMc2UZrxJddgfkSCmPpfslf4SPUbdvRH7bFVToiORrEYn3qv0W7OEaogela9tCIvge97yRT4nozdGR84Fp+kw7w435OI0EaeZQKQ5XqkWM06Mc0iHcVcxD8Z6anQ7Td0QcO+g2mFQDHQgBaZDoIeOa7Hkf5C45T+0811tcqGK00trc0vMih8bkD10qyYwjCywej5DDYUXESYN5GDG6EMoNI1oErKjtQjGidSIXFrkuw/K//v/80d++4fCX3574Xj13Hi6ssFO81opuaClIV0xtObcXOL0GVvhVKuNtRZKD2ljQJNa8wij1VppIdBi4JFA9jVrrhE7xFp7/ZO/+qrQ3/UIxoDls+9oKZ6DweWxzdse0PPnXr+4RzP7m+9eXZsNt1Z2nxlJ5J3v0NVXdwrG48n2NMNK2e49NmdXCP3j/WK6v+Xmkm9v7hRJv2ofe39Xt1+Pb4+P918OwCyHBLdH4ZPniU9fzXz6+sCz2ytO11fE6UBWCyNoM0KwGINTNBjPj4TR18vd6cx4vBBAdDuIMCpfJVnzG8AZPyz23KqFj7RVajGX+XxeOF9WHs4Lp4Py8Bi9G5pZhSUX6nIe19PNTiFgjcY7PTIYh4wV1Rk7raiCNCQIhzmyRNv0VZ0w25k8+wV8F4zKz94iVVwgaLXr9SRntxhLNvqJ0oxmwuJAnS/JEEIWh97Sq8bGrV4trV7R7cidYjxARoMMnU68K/zDnAxNNlkv5W4AjR4UOwTeHvzQ16onI/uzDdoVr9TtXugAZgzLr8+17jzUnnfY9vRPj/lWyzOsTgyGHbz4sVN59HBNJ4Ts19Pdxg+Yvd96CEK3vdhaN7TEld+eKlq2z/Xv7EetPh8/eQAbl4OuqMMIs+ZGFWVFHNLsxqfYvDXpqETxfMtWNd5EaQ47rwhLq5w/wPGbldPVB9688uLEXBwhhXkMfX/6M7TuLTRL5vdowcgJ+dz1NRxUGONXQvN+InUfSelG6MdyZ1sR30Pbh2R7gz+5I/qPus35z3n9gs5r28V7F69xP92YQ0l2uFV3vENgWrXpoMQ2/hn7uXMVDWRPn2wRS+yOhFrfmJirOEKt3ar3BuHOGRJCcLdul6mHsYE3zhi2kvzmissMEVfJG4KjGSs8URJaCkLj128DX76d+De/P/Hy2TXXpxMvXrxGYqICl2Ux/hqtHKZKOMCSH1EqcwrGuqjFNboiSQcd+LPTc2JM1GYWYFNhXS5WnRpskOLcPUSr3ijSqGrCsRWlPDYu9yuP5wt5LdzfZf7x6wfevpmYphOndMN3Hx75x69/4N2rZxzmNFz1bc0hpujYe5DZqAiurk9cYmaNhRALx2nmdHjFw/sHHnPmcS2cYuLmeLIOXDGg2YsVRZzMrhlaKEWCJD7cPVpSMla3bgIN60b3w4/3TNPE4ThT1szaGpfLj354FUlXBpWMYgqxtVEhmmKgZlOU52w9ilsLnqCEFCYOKcIpMk/WmyLqFVWNyjp70ZKsC3SEmMebS12Gldu9zNIqa62Upkgwizs5LFo9Ybs3L1SNYsOK4BrSTGyEZBtdi1n+qkoMadQjlK5g8Cp8lLIshmSa7TxWbUzHE/PxSCNZ2Mr3vwbPGfYFb6bkYwhECUNZdUbQ5vIlK5aOloTR4yvL2tAeQ3cDY0AtXVjCaJthITW1E2zFWva56rmRgnooFYoqK/AgwqEZhfcxWgXJmUL2ng3R79NcqUdVtIhxmk2B0oLV2OiB//xN5Ycf7vj9J5mr2doBtKUQJRGagRByqUbPoT1vVlnWTMRZdzEjdYqTUVdrg+iINy8uFHGYcZrQdIQ0gSRUy5Cd0cE6De//Xr3szOes+2Aj0dy8H8fHKmRnyQrsEE0/7/ULO6+5peCSdIvd75RSt4rYKvnoA3UTRGFzZbRbNR9VM39kze81ZNfK4t7E3voX8CRVL0izMcTuhjYvQPPLK71JiH93r2h3Hk8bg/OEby28ODSeHeEvv7ji3cuZl8+uuLm65nA8GJ01wa3QSq1GAb1SULIjNxpTiNZ1SY0pVrEQyhRnpmkeY27aOX2ahV7w4qyuFqfojKHVEsLN+Y1y4bycaRjl9tU0MScH/KlZOyk0ro8Tb1/ecnU8Wfen6u59aIRQkRA5cuTx8sCyZtJtIqVI4kjORuQVYzaoYzKKhNvllmfP4HBInE5HVDPamhPTmeCQsNEeqJqnk5K3I/REdAgTlxygNY7TxDRHDqnntgLTdDP2VyXRjYAwdoTH/s00MeFSIOfKZSmGIFJoJXjlsNONV2XNlVyN9G30ZLCAttFEe0Vv92ZAnPYAbzlrXnSt1qUsuRFgsWmvN3GghALJ91rnZRKMXBEwzsZilmvwqneL2Ts1+u68xGQUKbUnkoNQilVtB0meWFazVhto6aTchhoyJGhwxWUEg6omlsZdpD05MOYZyfAiutLyHK3Pn69IV6rNq8Dda+jvRy/Eym5wbte3/IFjcozfSWDBOlZMmIewlzENoYkhGOdOHaMQonGLrVr59sPC1aTcnAJbb+rqbYG76HLDEQYxoU8ETzx4BFqzsyXbB6MqBaFIZIcrcg+8J4fdN1d2xvdToE7nTRptjtn8+v0Hx/W6bOPnvX6BUnB3c5cQ2zaEjresu9U+dWuvnnbSTgsbt+Karkg6RtuUjNtbunuYbrzuCeaGXtopBmHEWYPDugaFsOtV8ev10FHYaeShZzYfx8NWJsSkNWgLL0/Cp88Dv/3sxIvbI8+vT8zHK++TbIyI6vj/WjNQaGrx7CDeOL0Zpn40G8ISrBIMcWQxd7O+modJxDuA19p2G3Gy90q25KZaX921ZC7LI00NP36YEnP0pitqOZUkyvUxMcVbRCZDKXlfZwmKREuAH+TIWc8DWjhNgUmO3EdrkBJiIaVAPEROVyfKUrh5ZlQK83TgstxRayGmGVXLgwRJaDTh4pRNRgsuoGV16oyZy9KgwXFKzFNgnrw2QwJhKAUxxExVlrXSqS/a2BtWG1EwFtRLrjycLxyCkeJpjZ4LEMO9t8ZyXlkrLAVD9IgwBSWoYeutjsFi2eateK1FU/OG7dhTczaLLc4eX1Y6UZ3Itpej55SsxsKSs6sfAlEx79hzcSM/1oKflu3UpRgdodKG12n5nEKIdVRBtxH2Mc6iIEIp23c6OKP5/G41HWyMxl0KuMHoJRn0+EFVQzxVBdHgSmELQ21h3S7Aei2ROmjJgyy6A4v417SZ0szBaoNMqcrgJxt1JxJJEpkYTamZkz1fbonv7+85p8phOtj5Ewzl5pXf/fm6Nx+DWGvUTQJavU2XHyP6ISME5oFeg6Eqznrrq6agsvVQ7gl62xtPC9ugh7LaoMPfBCLjekNS95wCP+/1C3MK212DiGu3Llj7RxRoEDbomhn04sqi68itEG20WKTtyEll3LJ7Dn15Onf7xxp04Ffdo+lXsY1ae5pii6P6DQRrnY0fEHrs0agooVqyMQB5vXBzEH7z6si//HXgi7eRN++uOcwHDtOR0gplrczzRM6Fx8cHLsuZWiuHw24evGpXwwzec3jJxrs/zxOlVR7OZ5omGEVzXpjFau7oZBBDCTKKsor3iW2lclnuyGUFCnf3D1yWSmhCuA5wlcgtG300j8yzcnU8cb9k1lzdk7HQQCkNpDJNzaiIUYQZ2kzRZvF5TbSWQCPJBYdGmOcrpmSrcHX9DEV5uDuD9k4VfpAkWW9mUesfoY3Lo0EEag08PNxTa+Xlq8RxThzmiZBOKMJa3U6UQKjmts/Jicqc7rgziqY4W15nvXAMwiEGEoaPtyR7J5DzvIDEEb1Uh4guayUFYYrJCg19J5ZWjdSvtqGkxFFKc7JKX0MRBadpEULDEphiwqyf8ah930aaJ3fN2/NKX+3tHs3CD55Mtm55lUaj9wNPWH+GOc2G3PF+FjEIJefdIbOCKo0zCmSPqaM6wktBMBQ1INjzLyXvLFFHG7mVX1VZanUvzYraTFia8Ujw3tGqozcdRKobb4ngeSUzUqyvBASHVFU/ywlljsEpKZzcsll1eeeaIphRWD3GX6U5z5Sy1MRF4dnDSgre60MM6LCW4lxRiiQITZgkocXab1p+0AyPYViOkHogN0tAp+lIiwfUKe+F3t29v3otwia+raeLGqzYvU7rgSHbx8ErqPt6mcKJ9HyIF+D9zNfP9xRcyKrHWIa17Rr/p5nt8YmPHnRTaxYCYlBrq9/gn0yS7y65KQ7dfocbHdotC+0GCB0V1Y3GcT/BCcbsjbp9fbtg6GpMOSXl2SHw9kXi9YuJF88nTseZ4OX4qxbHqDdyKax5pebsyAJr3EJVQ+QMj6dTabjH5H6yUmiDIqFDzRoBK44qCmmyKmJDtxpk1CgT3O9yb2BZM4/nlUmF02FyZIx1LJuStaRMQYmlEjxJzW5jWzFSIVfrGzAigy7kLPYchiVYGixVuSyZVg1aW1exvMD3D6QgXB8TIajHW2UgebpSV/BEtPcWDso0RdLk3DzJETbdqnLhKEEgupfWrapOD4EhYYyszguVoovp5u0RncNG3YUfSsE36oBbu+WstIHl755G354dN97FXa9/FWkdz2b3onviuLFkXk1jS1pv1zSRIi4cWz8C+pGRhJLEur2lmJAeUNPt3PWj09uWPjmLbSzFuHkPA5nOC9v3/sRR7e+acu33sau3cXxl5BGkyxGRMcfWA2T7fJ/xHk7u8fRpd6+OUTTadQtNqRshqhscdi+JikKosORKmKwWIqZEqA0o497bY+1n2la26sY9Jfs18QWswSr9W6923n27PZnBMVmb2Ss/neP9NZ7Mvc/NeD7Pz+4W8r/6+mWJ5r5b/UZ1SxT4r2XDSUnfKb6MjS0L7xNnsXKPDXZ3Z/dAIoLGjmIYwDSGZeNHbQj3fvHuvuwy80NBDMSDDpcuhsjsLKla68CUR2/0QRRyKUhr/PrlZI05fj3z9t0zbp6dOBxOLGvhx/tHmmQkwulwxbouXC6P5LxiXcIO3hS+Ek9WtUuDmjO1Zub5AATymunZqVY95qv2GW3FMM00CpnjcWaeJopaxfeyXDjMB0KcmNMNOUSoCw93Cz9+eOAQGqfjDSFeY0Vm8PzqltIKuWQO0Z73fSlWadwy8+lEVeH9w5kPjwvvH1a+0Mwk8f9P258tSZIlaZrYx2cRUTVz9/BYMnOquru60Rg0QJinwB3eGDe4mWcAEYgwM41eZqoqt4hwd1tURc7CuGA+R8Q8sysjiAYa5B5uarrIcg6vP/8/hMQSOtfQiGrY8qDK897540tDyp94WCIfHh/54x8Knz5t/OEP/5Vv3if+D//6G779cLVzuKwUb+LtZaP3SunGZT+4fFJKPF5XZ/GMhMWo25fQ5zQrbmpTCGy9muh6KbPO3VqjVuX2dENrJ3bIj1dijkgS9o7BGB1hElO2JaXdSkwKZc4MBCsxdGNgBYviskdtzctErVpWaDrYNp8QRXzzyTFfM8JtgUCwYTqP/CzBPPpeQYQQTMeiOAdPKWUyxQaxyf8lZ5ZlJa8XczKdU51bCZJms7I4Y+kMjHQejsFK1TQdRskyZNeXYGRMhy1QXIVchBqdBRSFNv5lsxxdu/UTzDPOjKIQiCIsEhxWqgylPWnVAC3BwAQR4aJiymjAJce5z3MwfZEi0fiEMKnZriDdHUxoNIW9K59vjRQD75Ly8PBAiJlWqt8cW2PGBWaZOQqSAq119n3nkrPd42i9o9aaO7tACYkikYrM4cJzVaj3t4ZbxDTFh0W0oGRglU4vAl9jwJx29p1wLC9O5ZF/8fHLRXb8z5k3iPGzjChluIYjdHjrm45I/XQ+x0CMj7gP462nr9JTVnDQyzLD/jMEb+yiKY93Pu5zluAvV+3s7qtVZjxl0YQaCv/ba+DDJfPf//0jH99FlmQGqdTOrd4ptXIvO0gjVOX55TN137nfX5wLJhjlrjeMBzeP1gbRGo6tWIHsft/oalJ/ZfcpzgzqnMzLkunaue8bre5sYTQlbQvvpUGFLy83Xp5feH7+mV7vJEzNLCG020Z6eCCHyO7EbiEGJCSgs+/i2sHNeIs00Ktp0973xr4VokRK29juG+W+O4Nq5CEHkEirkS/3zqtWPv1p5+mzcr81HtLCw3ohX9/z0/MOzzd+F7It9t6clTMjnhERQFyU3aLyYMiL2p3XiCNwEJmfU0uhbIWtNEpVXjcjLIwS+O7DN4b62kyq1Po1g68mEGMCrORkmYypbKAKKR4BTTBjv0hmKAS2NjRBfDgsG4JldLRMi0eYVI8hzMZvcD0OUSVEo/4+YjGdvYAQnEKjH9+Vc547U8HQNjEhyeYT7hrMCIm9L6AT8YIbUfHm7wzyGE3U5mia4SkCtbURdk9gSB3pEkLtZvibR/6jHT72cFUjcGseSVuwY4avd0MopQBVAjUc+/cSojmQ1sgxThC1OhigeHTeEUPhYdm3mSorYQU3BKKVoMpDjAQ1NckUI4/XxF2FFkBeApFAFNi23WxGMF4pozj3ORDXTgedHEgNiDERJFFDRkLy8rcHwsMQiTkdZTTo7Zy6HoijYbdGo/lcnRk2dJbG9bCZb3nk/vbjlzuFYeT1jD+YuezJw8286fTmA1t0gqqDezIZpE8jxjhnJBzZxfxojuxidNbta44SzMgkzq5qZFDjXEYTS1UNa4+A31hRcS2DTtLGd5fE7z5m/vUPFy5rcDEbKLXzXGxApdZKoBFFud2eaaVQ9o11XRCxKHUYr3nZ2pAZd2bEruzbbrxIdWfbrOF3fTBjjSgpRydoK7S9EaQ7501myRdqNefz+vrM6+2Z2/0JeiUFZU3JaKW3QsB0f+/N2EHNQBjQrhQjeDOaAT/uapQVWzVB8yiFve2UbaNsrkOcG5KsRKIt8PKi6F5o9439JmgTvv1mYV0uSL7w6cc7+77z4d1GTPjMxoKZPqP9kDDqHTjiwhufzZ3AbFqOmoialGKzLMMcmfL5ufOYI9cM33x8oHflNWz06oyo/Zi0F4n+vSZcc6DT7M5ZY7n7IJFRk8xgottQm3hEGBBKc31djgGtsSuC11aCO4WxF0bZOAbx8q03uHFkUOuOarMNEmN0hzjKO2JY/RgNHt1Hw1jdCXUW5NDv9q1jnDsHEATwCFl9Cj36evbSsTJZa1uvbmwdXquBHswBjpIQWMRfgIJphoxMali+QetTRWjRmrWo61wPiVLtLMELR9pntNhG6RGT81S3X4ngxHynwoeaI1xjQDRSi2VzlyWwqDEYSwrzvWUvRlIXQU6IMwscIkOMbMxmdJRFkkHHHLp7KKt5QHsqbhy2y67reG5WQdDZH5jQ1LEu1dbNwRah83rq8SF/8/GrGs3mxQ9IKoDq2CzheNUogk6laH+fp/Ay7oa7l6an14F31tvcNIQRzRwva72DDooKmU08/OQVl/wbm3NcJPuC89fZPz3bCU3HnkV6490q/IffXPg3P1z4zYcVEUuzuyjJtXP32umt0ovNDxBAF5AAeUnOL6+EeCEESMFof6s2JDXjA9LA6/2ZWhv7fncUUSWwGkqk4xPDRnBnIZgi0aLRJS8gQu2Ftu/U2qn3LwTtvHt4x5qFWjqfPn3h9Q4vL4H7/ZGQoZKIKkiHz18aT887X37aeEhK/RAobaf2wHZT6qb0An/8wwsPl8L794ltL7xsldQ3VJTX2wuxVB47vLxaCed+L6QgLGvgm/cLVRv/83/9mT/88ZmyV1btfPPxgW9/+MD/9vvPbHvhN99m8rJwua7cvLBx2wrLElgzk4q40SbMs1RvnAYhXy68Dw/o8yu17pT7xr03tAny5ZMBHHAWWISyV6rzH5VW3TiatrENIdlHi3Q3uDZv41/HYLct3UANxlFl63O5ZDcUfe6FgyajkFKwcpAjmBDIwQjfdEQz3ahQuipb3QzjP0I0j8bVI0QFgpfCQqvQCmYW3RmFCG5cRdR6Pr7Huh572aaYITKkO22/ttppBC9jRTPEXT07MKO8q8F/X3ubQdDoAazY9xkm365TlkgTGzTLPihYY+SucAMkWKa0AmXJVIGXrsQOK4E1JrLATfvMTEqza5dQejf037hmixhYJiBEv7+tCbVBqcIPH688XjMvX15oW2HfG9XLucd1qL6OjlqGTfdbltl6p3jZZ8fmI0pzRUhGpjCCYXdmrZpdk2CQdVUntTRQSYzxMFyn8uJ4jMzpmFHnFzsE+LWZwvRkfiJ/pSN8pCpHNvFX0xd/7lwWmlmC/3v8PRbUiPztXx5tKVZiGF/5lb0/p1jqnnQe/5tvGt9wvP5xET5chY+PgYdVyNkWLIMts3daN4SHGadB+HuUwcIYMJMjCg2eerfeTCYxCiEJW/EJ2VHKkWz0Dyil2GxD78YpZAh9nalxLRXF0CjavFk6uBXUFoiINXNrg73AfStIviNxpSvsXfj8aeP5eTMxkU0oW6CFQm2R+61TdkWbcLtXROFyMbWy1hTRQk2RXp3q2nYZUZTrQ2ZJkSUFHt5nth54uhvffqvKy0tBwobGG0/Pd1pvhLBYwy8G8rLQe6O2hlRj51Sncuiqrs3sE9IwaRAkGHfSZck8Pqyk0AliQIAxqDiorAehXfdo27R8O6ODfI5dLDMZEd+B8hi9K8twwoiHrMw0Gmd+fD4WBoiLK43mtQVW0YOZLg7PdnCCjjUrb9frOHfFyglGmW58RyPAUizD6YLPeRwN1xlYjozBo1XOpVw8aMORMSJTIMb8lpeKtLOhVAxXMQYIRzkEsb4JQSZBn4/lA7h0aDAKDDXnYfBi+8wqNp9QULqH/sFNbWPYSp0W4zSaNHd+PEoM87yFwFaUp9fCNw8WkF3WlVvpFC2+FI6a/iQeZBYnpk0ZtmsEHRW/Vme7OePYA5F5utC+Hs4Xn79477gn+EerfPXSEU//FXv91x6/KlOwCPrtohzfrm8OzBEgjGxiTA6fb4mnOm8P/7h53nz6Ou2ZKfyIsoYROPUMzi8ez09uo6/O6chXbNFZtKJoUP7Vx8j374TffCssS6dqYclehmqdVi0V/ObhSq+w1Rsjugp+jJbp2GCazSSYU9jrRmmFp9vryGFZ8kpKmcfrIykmQow8P98opbC9mOwl2knRefEDVFGLRDaofWfbX1jExdf1gtRG23buJVGaN/F65LUkfvr8ynXf+fD4wF6U163zX//zz7w8bawUthebfq4E9hr59Mn0i3sJPD/fqHvlsmzsm5ea6kYW6NtOL4XeKtI2HtbAt7/7SMwLKQd+863yske2TwvPnzdeS+Xp050vXzbq758hVK7XyPXxO6PCjoGUH2mt8+XLZ2rducc7Ka9ebglOf6EYONF1+RrQG49r5rLYQN3rbWPbCtvmfYS62ZyIyBR4B0ZfkU6fwZgvZnNE3ZkyPS3tg9hIMAABFkEPmgPBswnBB9aCZWcIhKM+7DLHs1YdAQlWFpr1Z1XHyJvh7NXKjrWPOFxY18SyZB4fH6z+LcHKJr37zIw9t+YwGC7s4Pt5LztWSnA4p72w42pzfg2qKosYZXmXwC6dG8qrGBT10oQUIjkkatstSJE4p/J7r3arhJlNxWSwzR3rKXQ1bQ4V2EOfzkZDYBdhCzajknoH9bkNVaKX/yJWhgtgOhiq5GD3rdGsPCUGOvnysrNvlZgDKUU+vH/Hfi/s7QC7aO8GA03iVQsz7LYcZPg2ogibCEVgFzA9kYMtYKLx1cqHZgSPYKJ2yyDwifHRT5h3zPmjtB0sAYfzc2YH+Stqmf/C45c7Ba/ljrN522D+S092hqmKp2m2y0ZDxI48yNEIsb/nhJoN9sRweOd+lHY41SHHJhUPQUbdGRGbAJ6JhP130l8bfWoQ41UpvfFuCTwuwt9/yHzzEHjIkYdLZl2Tk9LpSfyis5UdekGj3aQQTdTdPtiGpFpXRBs5ClDZ6kbTRs6JmDIpG8fOYEftmHj7cJy1NZLYoBneXGyK173tPKII12V1WJyjuWKiy0Kl0GkmvxgCEHl9ulM34d3lgkgm50RKL4TYub1WXl6F1y8Cy+Aa2qnFuJSimthOaaZG1p1jKeyd+1643Tdu9xvrmrleEw+XzN4btVaqZi4X06nW/T1fVkjbK0qnReU3P3zk8WGla7CyWzca7qZ66ANUMWI06Sw5EDSQgdINkXK7bzTnsVlSpqtw70rZGq10WrGNbDTeVqetZdCEWkSvPVhJyJOFUUPHWSgtIreGdG1tBkPjd1TnfZIxhBS9YW19huEUYrCZmI6zcsoR8XcUxOviwY4JtUnZseHv7IALMvnxpxRIjp7r3h8bGc+E7or4vmYiCcffwyWAWFlpTGmr9QE6kNKKIXIadxl7qLP3xt67zXhg9qzR6VpmOF18P1sWFQ2IISb6ExQ6gS5iNBeSyESqjD5LspKaDDisEFRovdA65hg820pi13jv+MQzjLLHazMZ1DhumJr92Vpgr8J/+efPLDlwvVyopSLdkGSDRmdkj7V7lC/ukJRDF0hAQ6SFRHeDbX0Y9QrwmJC2PhbzvnOC4R790DdFDjnmD/5bZHc2ePgW8Pq3Hr9KoxlPyexAj6zgPL5+zp+UMXk5E1cMVnZE6ONc5gmfkqiRuo7FfP7cIxEc6fYoKY0PHxPRY9hqYINP7xtXWECd9VPpXBN8d418+xB5dwmsKXJZE+ua2PZOV6EP39XVZBlpECAk07I9UwyXZn2AqAZti8FoLzpKWhbysrIsK4PbBGEaqmkcdGQghrpQUaNDUEdSYAsxpgVTv1OiRxhZF+LeiK2Rljgj6e1e6NVQPARTOjOkRGQrcL/D6wtkbbZIW3UqaCtB2Z9mTqF1SlVS6ezFBH5K2Xm3JJY1s+TkUpmVrpl1CXx4v/D07QWhos+NTqNJ4TffP/L4eOFem1W/uk1V22BhMGEch3uKdNd+tpKMNmilc3/ZqMXEhtpia+quihbo1Ta3NdezEQe6NORA0hihG1NYxbKBQeB3gCGCR4b0bmgfjkl8bWprIpxRdU7rgRycTGGmB7jKja/fsYcOlNPYLNGz4CCjWGm9JXWHlqI5G2QMuekcqIoSTjMSngkNeA6HU+iIY/zF0TQ4ZxCoBGKOk/itipHmdaCoIYBGpm5OZ0TTCRHrNQwR+zXagJ+KXxOMPdd2ozk+EWv6jsBxUH8PtFLsULvdt4CtFVNAi152snsY3Qaowr03Fkz4ZrI8A7UJtULZbqxZ+OGbQDNBbbqRtvm0t72vdjNWUYaxP4JhFHqI9BCPdXHUGt1xjAnsQ2Vt3Aew5RBHwHsKthGdr52Zpq9Nf9YD8F+aI9jjVzkFCRYB9zHHPiIi8GGr08HZEVrzdpLZcfzOjhncMdiyHlGW+kcqlMqA+rmbNYbCsQFHTi3DbwjBFa+0debwURCjJGidkxUBn2aVWliC8Jt3K//wTeTvPkTerbBkZUmFkDLkYI2o2qlbtzpwVGJSJFhEmNZEysn4/qvR6e5tM8lKdrQL0iPLciHlzMPje+Pb743qePYYI8UV08AczGVdqPsrr2VjSQevzJov5JxM7SlAzk6TgCCy8NwbL9uG0kip87heKVW47aDNmuBfnl6JsSBxI0khxc6+Vz59Miruj99BzJFS3eB05X7boQT4eKXvUDbTst0rvNyVulekFa4fIpdrIqTIu7yCLIhGpHVCf+H9e2VZLnz7D99TauO27aRLoAqsF7uOrTSj2wByytac7FDKRu+dsm0z+Ljdjbju9enumtaZ+27Gp3bopaNV2TfLCjbp1rBunWEqg7jjaMpW3Bl5WWOuZzHUzkDTpfVC1T7RKoIQ6/H7AXYIIqhzNml3fd/kZRufizBwsdLrjmrn8TGT8sqyvOPTyyv3vVCkTNTSmhO5G6W6uIxm75VSld4WyzxESc4zFbuaol3rNjw49q1nOgbCNhLAMSEbgxliYqKozQPc6+4nb5mnItzpxjMU8ySLu6mSvXxE9eKGa3cTlJskD3w6uwqiRlcxAjslomozMY3OzVUJ8QzGuKWE3NV0HaLZjr03igZCEN7lTOodaY3ojfHnrXIZVYqym+NrzbOHTiuF7a78tFV6tT9ls3mUnuQon7U2AzH1ce9WHDkXTcFNJTGm/Kb+wWB9mFmDgWdk2rJhIz0jULtPpzazlQ+9anAY2KNqMmpJ/fz7v/H4FXMKIyp/890cNNbHGejxy1liOp/g6UOP56ffmGnEfMxPPTdd5mv07WuYXzt/PCca83fzrKwMdY3wmOGHB3h3EXLCIzSL/kMUJNjN6U7So9NT2xxCSgs5ZWIMBoXTTinVBrB6n1OSKWdCTpNOekgQDqiaEaqdIoARbbrDjSG4ozXis7xkonfbJA4UiPL8svHlZeOPPz7zuMCaBKJ9dvU6tAjsWzXjEMwypQTv3mVjl8SQD1U7e1Popt+wN6hFub1Wtg3Kbvz7sXTq3Wg20EZKiZSNobSLGk2GWH+l7JUUBMmRmA0FFKvJjraGDfY1c5ZJMgrctu7ymVY+6i7uM7LFUq18ZBAw+zNU0VqDViwzasWLiKKurDVKkKZ0NjKiU1DHCGCOXrI3cHXcG5mvGffTAgdbH3M9hwQh0prdy2XNZoSAfeosdNOgFrg+XMlpJS8rt1qOLLsr0jqtiQc+Y+bRcwwvHQxwQ5DAiK/FM5BjL9t7DNFkRqb6NKnMmrRDLX0dFk8uJqkf2ES7eJbBgM+KB2cRomVWLTrqS5SqtnYj4gEnjHq4TJ4g5pHjweM0fmoxcVAleuZjcOvoZILn4VhxpFo37iq1nohaukvQRsTKtJYAWIAzmwRYXai1PoEJEg6bMqs4Mn6wK9451oiekJeHJWIWU45nRtboa07PFuv4rgPi+pUnmQtuOJ5f5hl+HfeRezT5qmkhcDRHeJuuyPhZjkzAng+HtY5HmnMY72Nz+Vf7OYsjepjUG0fCO97ri3EeN4bGgUmnbU2hIa0HH6+B767Cv//eJCE1qilWRSFdMilHq/26+DvgkZ4S1MTGr5eFnI3mV/tGV+V2u1Mct5ivmfVy5eHx0fhsRClaZm140O1ud0MYxXRoM4cmxCiggbwYj07rjbwkLtcVwSKNe92pWtlb5f/zzz/x889P/P6ff+L//K9/yw8f31FTY6+Nl5vPFQR4fd3s3nT7/MsqPP5379m3wnbb2MpO25StCde0cEmJlwp77fz05xutmxwloSIa2J92+r4jWsh5ZcmBS05s2my4SYzu4uV5J8fImoNFn70am6ivi700m0BFyX2hdeHPX3b8ttB9luLltlPd8YaQiBJZ5GKbqJrSXXPK71qaK8hVj9asDqwazDmKyWSW5j0bok/cTvCnR20CejB5JUd3DTsbZJTzovWLUrLov3UTuknG/JpS5OHdlRCN3fXz8xOtVnOYy5WcEx+//daAB5LYezOm1ctKK5V637k5tYkR6HXESeIUWyMpZnJKxh/rvdIx+Xxsrk7V0bC2EZDaIS4LksQCm7HvYzawBDZjsQ7aBhGyQNFA9UAnBGFdFh8fUbOpImwh0ZT5fRHlikHRrZdmJIxLiHRRmnR6sAwriVGudFVC8muNkjzCrxVCiKQYvdtiwUXHEhUtBVohdzUp21bpdSdq5zE21gALoCl4tli9fBcJ0aaZSylm3APk6HBd4pwj0QhKQEOmu6hRCHFOj58H1Mbfw8YFN5wzsJ2FGTOwIyswpP4oVdmbFOvfWrvobaH9lz5+OfeRHLDKCbk8Va7G1/91b3SkSDODmJ5T37zsaPy+rZEFb5iNKzU5xuXEw+TRc+s+HBY4yksejRjMrnuEIVyDsEblhyt8WEFrIy2ZZV24XGBZAktMTkdhqScxTM8fgqEJSincbs+sFzPeWzWN4JxMoEXCIdjSWyUuF1M183qyiElEmoBMNZ5+9RIaStTCkhNhSUb6BSCdrRTacyGnC3upPD0/W3kpCP/w2x/44d03/Ob992SqyXJmRYks8cKn5yd6q1xZrNQSE9IbUQLfvHvkC8LLvbLdK6As60J2IjUYcw8bOZkiWUiBvndun54JrRndQLcR/Nd9s8BdrDQWRMghULvxygzse+/daMQVtq1TujUlO3d6h3q3uKtqp1Zx9bRoUMiulFtFtLHS56BS9Xp4a1DdQYxwa0BPVYFwovQWW07N51aMqnosU0MDVe0uZ2kuI8XMEhfyZbE6eA/ElIgxslxXYrCauSdBLO2CBEjZyy8qvP/wfu4hCRaBVwk2gayFnA1iWmqn+ADbcr3QaqPWYmt79EUEjEw8kkcWAWjw5qR64xTrVUXPHgSDWS8SHGVUiSkhEoxnKkQCkSVYw7fOLEiM+leF0BWN0aaZQzpxLdg/tx6mJRQtaCts92dC96ntJGhI3IlWXouB6tPJZiWt8RuLWczWOy3YXqneQAizr2HGoKv1hEzctRFqIfZO7KZumILwYUksMZCj8Pr0OtGNY07FuLVc1S+CxGMeRcEabd16C2NeAYk2FzLyHLPYM5M6Gdkj0+BAEdk1O9U35utO1YTjR9BTpcEvgHGI/u+cKRwN4fNEsx7zaW9jdU4J1emAv3YIvGUr9TRouIojGTp7Q0+lTh8/0d7jM30i0/QUTqtxHIh/SUC4BHgfhfcLPIwypwgpRXISstfvjffdKLh7UIuq/WC612hfXp9pPZCSweNEjP46eLkn+SRo752MCfU4SIqDcdaRMNX4fJp2gnQusRNSZknJHCzWPC9ltxJViux74fX5TnhIXJbMx8cHHhd4yA98+fwzZb8PqVmESNmUWhp1bUgO1oRTJQRYlkiIgabCXswwXq8mXB9cdKh3kyJljeZsPDrZdYOu1kDtlqXtpSDZrkWrJhHZjTscxEpPRkTn5YMulCqUJuwKey3W6C1qqbw2avXSULUBqKadfeuzdmtySFiJSE1Up1V1mhGZCJAB9xy9K9Xg68oiaMFppPF14zw63ad7g9eGl5zsz2V1lJSjaWJifViJMbBIcOGd7q7FAgLL0oQlLzPYGJMFWzGRl6CdEAM5BrpYxCrRrr3JeDZQLyuJznWVAuSxX8KIj6wY073QE4P3MRiBlvUX9oHHjQGDWE+iDUJIpiA2yhdqaCz17+0xOtOoO1QdVxSn0TZtZ+kVaqHdb3jASxLLJIpYjR+syTutTLNrIhjkt2unewOn4RkRDTnReAwYcRiBYW+ErmRVUhRyFK5LIsdAisJ9DM3iIAMGYEWtHBb6MQ0+qiAymt+H2bNh3+DlrlN1Q48gWGZki5fDDrunnlmoejVpEur1WSocpfVpO1U59BiGE/mqrPTfePzynsIw6jKyAducdpBijR8OWJVbaQbvuzpee2jMyhy90sODyZhN0COykCP7mO+RY7CmOzxMQjgofeXgfJ8ogdM1UQKhKw8B/v4K/+odXB9NH2C9JisBSWVdMzEpW9vsvCTQajNqi72bgljrvH4eWgkbiURYLepOKbIuFxso617HVmwD3199rXY0eBqaLyCRl+fK05cbT0/PEBprjly/fTTYpzYT7Falls7tVtlLJfGCtkrdd8L1Ss5XGwBT5RIatxioIVPujftr5enTTn+pRBXaDkkUSZ2HtCIxcHu98XIrvO7w/Go11o/vGill1nXlsu5WP1ahV+VWdlKupCTwIJb9qLI3oe2KUAm76TMkjLZ4kzs5mla232yEwHa3rOZldyx8hf1uSKK6VUN/9TGnAtvdmGm7KAlr6NWqVK2gzYyoKnv3XoMIaYz/CY75dyAFzkM14JLxIFfrLriScjZd8RB4fPdoJbx1YYnGiQVm9O7VKEyGnKntEXMI3fULFAsoWhuMo9ENUZ/0B1trE6UUKxaJE4FO8zq90Akt06oJw0QMofTwsJijSpHdS0ASjE6810ZanRo8dER85mM6S7hKokvklciugdIiISx0SdxDohIoRNd4Fu59aGMLm9NqTJy8Kkr2jVgINILshO0L7Bt9f0HFhtOumiFkaIGyVxoBLYXRVVBHa3UxpyYi3H2Pq7WpAbjmKyEkihQr97YKZUd6JUpgCZ2LKpdkuh/fv39vTfiyTwcURZxjS93x2oT3NIzBEF5b76ziCmvV+c1iNrvlln/MGaQQZ3DVtDvVh/1OFa9AxNnLmXMGHrTZ4j8F/555WMB4ngvD5EVnyvS3H79eo3nYb6ycYw5oJDoyGz8qRzYwIvOJIGLkFf+NUtPpf0c9SQ95T/UobnzWV+dqUfRbtytjOQkkOmuA3zxE3l9hWZW8LNYQzaY7vKRocMjqouTB4G1lb+ylc79V2l6gNXqshNAJUbndCqVUJDVi6uzLiEDtnEINxNaQZCnqkuO8Lnuz0oYOQHjVKVxfd4sCe/KpakC6sBV4eVXa7WYKaovLANbusNDGftspu3EBma6ADVjlZMXjVjs1dlLtqFakWfOXKZDuzrYZ/3sKYoin2mmvmzUHu9G72Oz0oSxVmyuJlc6Cq6EFbzQ3pUdLbRMwJoRLVftT2oTMtr3ace6N2k0dbPSoRkbVVF23wNbeAMkNsRuznsJwDGOZhTgAy44+8n5Xxxrj1hsIEBZCEK7XB5s6CpH1eiGlId8ZTBLVSw44l8+cDMb6PkdTd2z0ONfr2OTK0Kb2ezDyFqtlmBIappNgjWRjlKVjfa6gpBjIyaLeGE35Sxx6WptP4Kt6H+WU/fu+8+qOZUV0OjZLICHRJTlKyZxrny3s4MUZmQR4czpIofXqiKYd1Z2uG7HsSCsWLLjxs8y8o9Xma1Sx0szc5G5EXYXQ3Cg+v3CYkMaOxm7lG28ux269h6SdJPZnSYklWUbTamPbdu9b2JCaodKCK7EpY0BVoq0fujhFjtX0g2uyTHjqyZy5QXLrp/P5I+4e93v8d9RYkMOyIYFBm2IaLTqb2LPWMuPto+j/tx6/3CkEnJPs9MEjLTy134UDncBc6EcmcJzgUdY5f+bICeTNzbX0SNyzGtRUZ9YwPhsvBYzyil18H9EcgzTAgvI+Cf/++0xelLgo6XIlZ8jLncsaWHNiKwYVvZfdKY8jbYdtb7w8bZTtRq+FsrojuQbu24ZqNTGUmJD0yvWyGv8/TEoLvQb6krhePoyOEfu+sXupIHYld6Htpim8vezUVQnZUCpBIpeUeb0LPz4pX37/mffXyPu/f6Tuyk0Kry8727bz8vxqlBAqWHcgsK4rqWHHX8pxH7kRgnC5XKBB0uCskkA18Zcc4bIutGLQzqrdZi7ERFyirCiFppW9itFJ1E4O3WivMeTNfTMJuhCEK7a2e1f2akZrf61o7fTSqHuhtc5Wla0oe/ESkK+fvVT21ogPYlKUMWLU1sru+tae61twEWy1CZ0co1FS9LEabfNLU3roxCQsl2g9lbzw8f1HkEiX6KAFAMv4Rnw5+hTdm7jRl2EDxDeyCagIyMIY7rT3MKkiuiqLOCuoqtOXKLuLAC05I665vHc36L2RQ2SJgSUnU8MLVibpAZoGerF5A+mNrIFLMl2G7mg6Oxphb43SYUfYQ2QPCQkJDYsJ12BEcl1lGuSGUFxrIsgwMkYzXre7RevtTmsbve/keidpsx5GtyFS6wF1ersf9r+Na30UVoLPF0ljNrEJBu0OEtj7HZHAmq8EbYReyb3Z99FY6OTYuS6rQ7sbt23j+fmFfSsAxqnkk8cvvVi2IJ0YhZgEScZl1pvhFkRMm0R7oHnvJGDXxRrWXiXVkw2Uo4Q0ObG6sSYP+xlloLxG0CEzIjYVvmE9+wywxneflSX/1uOXOwXxC84JYRF88XhWbofTp4PS8W8dU51H6cmrS8cVOUf27vnwCzcaO631kzs9mjQjvdeIR7aBY7jOmry1mQ5BFuEfPgQ+XgLvFlMvM8ipkdk9ZCs/3O+Fl/tuIt3V4h6AXux3n38y5lGhc5FM6VCrbXtBSQlCagQN1GBNseSNVzo0NUH3+35DorMo+vBK1x2JkNeEiiGNtqpkUWKDre2owo3CTz/e+Pnznaef7twzhHbn47cPXK+ZvdTZ9FrXjMTIba/ct8rTlzt9LwzcZdoK6bU7Vw683J4pLSAtWE1XlafbjkbxqDxZkzTYRHH0ob2qysu+0amGja+FGAMxJHqDWjpNHJ0SMs+33UpyPu9vTqFRa+f2Umm10kqju2B9c2SMduYAYa+NpoJIolTjf0rJWnNpoOIEupEdoQilW+YZc7RmcIjktJibUCib6Ulf8wN5SSyXTEyZECON0bSsDLg8mMFuqE9AWwnLOI0caedrOyo+teuO4jRtPHeHWvRuBR3cYHefqsYcXDc0k/g55ZyIKFlgpZGTsAisWVjWBJrM6CR4vWVe75U//fTKl/vGH356pVc755wvVi6NmV2MqfSeFjSBXt5TNdE0siPekRgDe3bMnZGemebAfd+8dNPo982gn1S/H2bAmooTL1rGl6PfCx8MGybCspcZN1v0DzNrRNXLbupCUS7Ug7KIsIr1EDOBiFppdl0IUSha+fz5xr5tVmpzYsN77w7pFUQNyACFJWWWJSE5UaRT9uYTxAaNRZKJG3k/IEQrozVtjLhdvbcz0jIFK4X72hjyxcCEyI5ayEQOIEYpg8fno1J0rur0fjzxNx6/Yk5hDJB5U1ff/nZmBeenTumLvv0LefMBpzLTeGbU0Py30ymMn4dXPWUZgm3+c/N7cCSJdHIQHhJ89xj5ZhUTsI9mzGIspsAl0ZAdtbPvgxLbWTJ7p+2N+31ne7k5ZbXSqzWftPtAm0CvfmO6otXgcBLDnEtQF3IptVizLQVaNd3i5rh7CZCc1781i91aNXnA3pRaKi9fbrw8bey3iu7Kz9Gi/n3PFskEIYc4cep0Q/mUvdogV1d/TqlBDQkTQMOOSCKIDVN1cAbRxrZXRAxDn5KwLIG0WM0ZjAVSg00bDx3ZCH6+9nzzUkMrRsNtip0WPe8+e7DvRklRazvSZGQ2+YeBGBxEJkfpqI+GnzeHMQkYdYoDByQIIUdCSiZXuVxQbGpXxTbkdbmQlkReszlvZM6RTNSSjFKFU7Cr+jBa98lbHb1vWycqAzTv2UOfUNFjm+gRVZ7Os/l3Bm9onstNMQYiZviTCjFYUzVFYV1cHS8IaTUobMrJeH5q5V6sH9VqJRf1YKpRUqDGSJHsuh+RogZAaIyp3hGCqfu9ZhugVxOt2m7TKci++/R3Rz1j64g5ydF3GFnWMPRz0/P252EyDpt6VE5QXzP4sGOBEEkSWERYvGS25siyZBsgbY3X+92GGacx7tSuhjqcTWYfqQs2fyNB6M6r1P171Y9x6GiPg573bBy/H/wxxXI89xcm3DvTsz8xbfIIKEbZfJTxR+bgkAL9i0/8q49f2VOYZ3L8QRiddcTwwapqA0aYMZ88gr077zqcNUODR3M2lm6OZ9ThD5nDfng/GU7KT7JbVjI3kZNgqVi9OQAfEvz9B/i3H4Vvr5AT1KxIgpjh4+MKqnx53Xi9WzS9eGQntbK9Fm73ytPTkw1HFZsG1QjlbpHY+rCwXlZijPStIF0Juzq6ohNSIsdITitte6XtjVvbWNbIqpE///6V+1aIaguz1cp1XVA1cY/nsrFXJVW4v+784fdfeLrt3LfKQ86ELjx/gu31lcsl8D/8X/6OmA0hUu6Fuu98+vwKRB6vVzYsu7nvN1q0BtbPtxudxpI7Hx6+4cPjB+p+o/fO9QrraqpnqJJz4Lvv3rEskZgiL7VRmnK/23R1jIHs6Kve4fVeMaJrz+6IrFgT9OVls3JBVTREeg/WU1Clh4C6LGmEySvTegE1bd6RN+Z0LFELChwvH4W0GBV3TDZBiw/OretKTqZFYVFrR9sDqHJJC603qlN8dMxhDRGVFCNjXqF0G+i6eNnksjiLKzijqxC0z7JQI1C1c6+VHJI3vw+7VqvXlMXhtr3j4quwO5UD4tGkEglcHzKPa+D++oxqRYMSl8D6uPB+tXmF9bpQeqc05Xc/fMPtdedPf/qeT5+f+PLyyj/9+Mm0Om4FvT7CurJef4OmK1WuRgHSDV030F2l7rRWqfsGbUfbBrXYnu9jwA20DVjpgIjD7mCLa7Dp36awqTGgcsoAzNTIDPSOi3u2TiOrsPLVkJVt4gY7ZFKANQQe1kck2utf75tJ1m67IfCAHKykVloxx47xSQURQgwsSyRF0N5ICg9LtuumIBG6GoeZSCBEk+sdNnE4nQMfBNnlZfc2AKgCQ+fCHQI4Ms2zoVG+TMkzbR120FFQ45oZ2+C/bN798SsI8bBp1MHsOA5bvs4ORhTv4db5RW7M7cYdUcCb2QbV80e9ecjoXYzwwJ49Xq8DB6z+1WLljQC/eS98+xB4XAIxC5IC10smJKOqCPikr1pEXKvB1rQ19vvOy8vG7b6z3YuXJaI3nw0XHbqSvMGr3bj+o5cOalOadm7bTlHDX+B1ya3vlD2wJ+HHP3/hfi9cUmGgd7TaIqq9s22d+66Up53tVnh+2U30vAuRYILjOdH7Rtk6n79spNzQEKlboZWGdkO50Bp1NyW1fa+EZIRhj5dMzhce3z0CidKGs1Yj2xu3YITHwdLdGCNSvTYmZgTivB92mzocPDwcCnfgw2io02PbXEHX4/VDN1kc6dFVfchUJl3AoJHA9wBe1okpEXMiP1xtmtybsyqgUeZzh/awzKVb1QWGTo3XmSHgNXjBZmgUYmcCIowozY6n1O7BkmVFUcRkX9URe2oU2aPV1sX4gQZRXfeIvMvgImqMGzAIHpNYuWzNibYmWlP2cud2E8s6W6cvhmTaVNmbB01B+PabCzkJ14eVJsLrfefpaWcPhpwSbyY3xMpkDgvuKGhDq7P4FpOMpRfEeYIODrPjuo6tLp2D6TM4xh+1rM5v5KkSctQkpoFw43eyHTNKPlUjjHJbbYAS9UxVnJSve9/CYONOuEUazWJnsRUARzg2BA1WZdA2IMCDxgTXlXaKcQ4es5M1O471dD3OwP5p2UbZfr5u9BSG7TylSqMpNX43fIE4SecvePwKjeaRGqoLdBwNk3FQYld/vOHtJZiFLmZHfjx6n5fodJJ6QhIMVkcv03ydQ45V48coyT9LhDXC+0X5t99F3q+B62JQF8mBD+8WQmiImK5B61DVpm1r6fReqXvl+fOdl5dX7vcNxaLD9bo6NYSXDJoSS0P7bg6vFnKOxLRY+QkoNGKppL2QPcWrt0qURpSdf/7Hn7jdd7654qiRwD1WI9hbEvd75/W18+d/tibYVqrVncVgjzkuPFyvvN4aZd/4wx+ffJo222yAwmW5ThnK7XZnL5X7rsQkJI38/W/e8eH9I9/99t/wp5+f+Oc//kzplSUI79aVLtVifbf21msM3tjdfUEaB03sR/gQgmk52EyHDxapZU8iQgq2efZe2MsoCTG5ZWrxNDvZPEId6mAhoGLso2mkkmKw+hGJxsVmB959eOf9m3iUblRJOSFBKJvx1SDiVCbdYL2+9tTXbu8j1vWaN6PeC1lNtKWrR3w+dXrfjK6j7hsPl8yyJqMNwbSWLfMZZQND9m3eP4GBXoojwJ407FGE6oULxEtFKdGuC3tRnp8NRXO73ZEPVy5rptfGawvcuqB7IcfA9x8vfHh3ZS/Ker3w+eXG73/8xJcb2OyiOcKCaVG02qFv9FbQsjFo3UcwM6CjxzZ1Rx5OAZxaaSWEYHswVoSC9AZhOba2B6IH/48bxX58xwCYCDoIlKeTGI5jV5MU3WIgi61H7WrklM3M7rokWrXh0Zys/JjVqx9d2XrzYEVc7jQS1MqworZWNAh778Z8KzZM2+gQ4inoP9lAN+BWdjoGc98Ey14lsmzA4+0oDApf23a+TroaOeEpSA8pzmDlbz1+1UTzQXE96lduizm8uQzwrPYjzaPPi3F0yMeZWTposwlHHig+QWoNIxc8ORfe/KINdkebR+g+QBVIdC40/sMPge8fIr/7NhODiYHXtltpJ3Qqnb11ygbb3vn5y8btyyv3lzsXAmUv/PTzk6XoKmRPH0vZDYoTjQRu0aGvaqiYGCOlwW3bSEu2RmxQtBbatsN1ISZDh5Qi3O6GdEjRBqBab9x3a8R1VbZWeH4p3F4Luu9EEb5592BNWBfSqbXwunVCCqz5wtOtkTblmvWg5O6CkMg5se2N0CGlTsqBNVldPeaV173SupDThRKekNhZL5naI7RmyKxmsNLVkSY4t9Btq4SspKj2fU7Elvy+14Gy6bDfjdZCaz9SXx+kEheDQcQM91g/vk4kmEMxvWEM3urrqytzmvjx3Xvjh4qRCo4eCXOZdukOk3WnEJI3s30CWeyYauvGDaS2H0MI7EPcB6tXhxC4784VpdUnxQOPH1aulwd+++3vjMepB/5f//MfKaUaZFTM3hfHlAexOjtqg5Adg/Z2N9DSnRtX7FpGBNbAvTU+b68sUbikhW8/fkB9wOv3f36hOproXmArSmg7axa+/3Dl3fv3XB6uvLtklhRYU+bTS+V56/yhVbbyyuttx1KMjqqr3J3mbaeZ1lHx8dq+Z0w6Q1yZhXRLdoWYMjmIAZq7uMEerexpQDhFo06nb4FRl0F9Po3RjLa1WpBZg9KiNc+30kGt9zGa7BHTK8G1n0UNGDAyV2O2sMXbS6PIOIfOvTe6Z0/m/E5Bq4yG/Hhi5Hl6VMF0NJpP/myct3rgMa+v2b5TN2cG6oOFt1l5x75b+zFw+zcevwp9JMgb7+Vrdh73rPFzBO+n4s7pheck6XyJxiWzEzFnb25HdaRDb09sNlfk9LMKS4R3Wfn+MfD9Y+RhCbN8EbzfUVtn6517a+ybDUHdnu/cXje22w5igzNlLzMqG0MrrfnQWYfQzIil3RyCkdVZdNFbYx315OBWSKvh3iWxakabUqpnUBYC0HpnL3burXdet8bry879Vli8N5NCMBiLp429m6FeYkJipG4VeqfSyNmG73rz9pTTEYtEYrTBqOQwWkKkNqOtDj6MKGLoCUNgePTTbAGMjLU7QV2rSo8d0jFZOxqjiHhabrfbBvt0RqJDXGneUPy5IN5PO0o3gym2e4Q1okh7TyDEQMzZuYaiR+CGEBrcRdYQHmtMRxjLgPSplz7Vo/OjLCszNW9qTWa/UnNth2iaEykIlzXycM28f7eiLVKKZRODkmHET83FdQaXGCrzO4o7QO3uBPxaBD/O0gWpHZVGXDMpGE9W732ypt63xpfXndve2PdO7DtrssGwplZDf3i4ckkJeUwoBYmNf36yiLptFamG90cP/eq5L4dRONuDk4Ee932aAtGJXiw+JR18wnv2Ek6fIzLW++l3c934V/n3DR8Cfo08wKzNoNnFCfCE7iimfrDaSrDyFw55HVWIcdwjWG39pEGt5xaHrSPxN43lLOP9c3FPK3a2nvKmIjLe6BnR/PgjiD75YsZXDgymXaqvP++//fiVymuG1hjHc77B9s+33XB7btyZMWrd+doljNLfqL+qwJzQO333my/DjI0N7zCzClR5pPF3H4R//98lfnh35ZICoXVK3biVO++u74DIH/5043WvvBRrqpX7zvOfvuCDyjzREO3kdHDfg8HKiugsXK/Npqnv3aK+EIXu2r0GJdyNTG9xwrKg9LaRUiW2xF4zdU9s+zO1NF5vjddb5XbfTXVLjU6i7h2qUYNrU16+vBJTIgRrYgUB6YbxDyhrSBaJKAajJLK9blZ3TgmRxWCWYSdnG6TrsrD3TKjmYFoTerdyRk/JcfKRfd/oTVnTA7UJT/fGdmvU0pESCYsSorJeIzkllrSwF2vWPqyrU18rt5c7pRjHdDTcKELxCfDqJJECYml7LXWurYhljw0jsQsoSWwwL1wupHUlLos1GZul9zYKZc5O8KW6Nx+qszXXWkHESN/A6sGtVBO4waeJ1ZxfUyfzGzTSQXj/cCXmSLoKWS1DCos52v/0n//Ip+fCy62y94yi9L2hMdmEcyvO4RUo3XpcJWT2DrfW2aoFNjmasIx4CUWALy+NNcIlBWoPLAlSSlxEuabE9fuV232nlk/U/c7eKkKiFOX3f77z5emPXC+J/9M//CsuDxfePz6g8YKsSv35i9FGF6/Gu+WZxqzpjBA9MGYMEYYY5rUu1TLf7vt3uI6u0CpoyvQQqbJ7LwOjCD8Zq4HkMjvBV4Z/WAf/v5eUcjLdjN4azy8v7DTuUrjmwGNO5Og9gYD3bHAH3E1HobtNqiZ7S+w2yKaGvu0KISdUm32PdpfuxXUmFDiG7w5Z0jmjDfpVKeTrxzC6DqiRMPOG4TPsGNUa5dG/x1hg31rdf+nxK2gu9BS9j7+Gdz7fDS96zqM8DtqvwkwFJ93wnOy0v1Qx+Oa4EEPW8vRhBweJ5yLdxLmX2Pm332V+803m+w8LCXx61kTeQ8i83BqlFH789MTmugW9VvpeKffdNWEDhWbDNw7lk2CRWkep0k1EpcGFdS764dS0+jJQQ2q0ACEutls6KIHehC9tY6uNW4lsN4MEboC2ThSfqnYjGMRIu0Y0PO5AGJ+phvrqLtQytHhVrTkYtFuJYwqUjMsppLzw8O4CMU5Ei56yOkNhdCASkon0DOLBsRx2Lye12kjBmFFTSAjGaon6OUikYERrowUVBDQIEi1jsejYsi1Rtd5BUHo7EDohHOlyCNa8zTkScyJdViRlr+N65NqcSRQBpwox2gfrPwUZGU8nxmH0PPMggJiDNtlLBWxSdomR6yWzBuM20tbZXjd+/6fPE8ny+P4RCZG9B5cCNYio+0GfVFaQhEmmBrbejbFUDNXUPSK2QaQ4e251bL8INQhbFPYSSE25lsg1wkNQFpQqiXxp5CLk2ul1t6yvN7bdMoCff/7CZdu59s6PN/i0wX03hz5QRG/s8ckwy+nPCOuOANXX3HyRO5HRO1QDedDbLHWMBCSM6Bxvq7gtMfTNCL+PAPO8P4bpHHuldkA7K80sp5fXYOybkbXbha39UNoTAsGzX0W8oWwvPSJzp0w3lz+DBTlfJM8Qx6UzLiX17M+BGDG41OfICMT3isy1+dYuHuc9SlGKO4/+V17433j8Skiql3G+gjadD+yoGR4Tdseh4gbeDjeIMc3UOZQ2ug9jjEtA+pumzPj8EYnM5xosUXmflP/wd5kP7y588/6Rpy8vRnPbKkggxpWfnu48PW/84z/+5MRaxlsp2pFqhQCVYFKAQejJGkoShNZ2qhqSobVmqVpYfcH5afaBNrCRt9KrUWEviy8kQCO1wPN+516EewncXu/QG/deiTGzhMRWxwCa6yhEQPrszg+jaD0ZTEVNzIC21pAQ6DEgxega1tUiYJWIyTza0krLyuOHbyAZRQXNZwOCbQVVGyrLOZPiimL6w6X7mghWaq7VaKlTuPKwLOSY6JgmQ8AUtoJE0EbxerxiZYHgQwXZNY5rMAPdW7PBHwy0Zfff0E0jp49e/sprJi0Ll4crFRuKGpFlbIYaI5gWg21Z5/yJI0BxorvgDnEKn0TEnfTeK0pHpXNxvqP37x9YJJIl8OnPn3n58sL/8h//V4smBX772x9YLg/kywcCkSDJ6uABtsCh6JZWqsLW4N4qtenkQOrhQFcJRrPRJVK6ZT/dS4RI4o+78V69l85jFB4TvA+NqAv5MbJWY4x96eYUunZKUSjw5z//zPqw8q4X/vkJfrzD6/2CEg7VthOBo1HOyJugzygX7PdNR8mSqYswgISjVDwsRK2GbBoyvNav+Fo3UWYWYc1WPDo+PmfULZwY6ihNBpN4tcjZBudE1CJ8VaTLAB8Ni3doX6u931CxgSrdQCbgvQY72uBOwPKC5vv0CGztXjJL4uLX1T6o01p1BuVI12pr1HsnA3b/LxjfmZPMQD6YI/uF1aNf0Wj2EPirhvjpoMYNOZ/6sJL+c9cZucksD3kN1T1fkMCgwDav2SdtxpC3s8+1Cl7TYEgXlH/3XeK330T+7vsHunY+P3+m7IOxc+V5q3y5bfz5n35me73Tt2q10W43Qv0GOxuC8bQrxoXjxxskkDzOXlIyg2zE+0gyZIp2iNFrwf1ACzw/bxBMdrBujYGurz2ACg95IdC5ZNOn9YzVEDuluTiIzg2VQzwiePV0vEFtBRXIiw24NxWCY59zNsPcEUK3BvC236wOnSJNXPzEpSSXS7BJWadUNqRDZ70sSID9dqdUZVfl6bXSSoW6c781XtfE4+WjXUwiWw2UCs9fPlNLNebUYddb9X6MEQMuy4LGmYew7YbeaWWz3kYMjGltUJZkxjnmbBFWa3S1Kzzq9EEiIh16oNKtZJUyqA0NqmcCMSq9W0mw9KHp3RG9E4Pw/ccHlryQc6ZujX0v/ON//Wc+/fyFzz9/4f66oxJZP3zkw7tHrtcrIVsG8KVZQzoidq1Qgli8qCp8uXcTohdLIUQhSyALXBEk2/oxgjrhTiDkBUJwCmv7U2IhoNxR7jR+LJ1LXFlRviER3mWu1/fklx+hbYjeLQtFePn8wv1146bwoitFM4NWxvJk8e3cZv16PgYx5rAJs2Y+uKROL/U9Ll5V6Rhr6vyYYd610/oIAkdWcYqE3TYMedrmHElhEGMq1O6zS1ipMAajvljXQF4i960hatrWFaU4EmwINIkIRKUV6y8myTQ1Masso7UbvG8oECLB9ZrVg8RR2ZizW04U6EA5c0yo61yooaA8lxafDTqbXDn93ftQbbT8xIBaw3P+8tIR/CpIqrxxAG+c1WHDObbxceBvPJsepzQXhRyNx3keM/k8yidHmunxrUIUJQd4CPDto+kqpyjstbt2cveafOf1tfD56c7t5U7dDIE0YAWDxEw5Epwgh6IU4/j83CefiE919hk52ZEPZzDqjQgm1RjMMeKLMyVXjRV8Ux76zspR4hhXdTRhR7N4FHDEI6Nwfr0kN8in9HloSCIkIhLV6CwGVlz909SioRSMXyfIIQyiTuEcYrTyh09JV280h27CNtuurLU5zYhw2yr3Tfnp0wu1VrQ63BNBa/VsAR4vweg2luCaAniz1Mo/MUaXPHUcPEpKNlQXnEeqexRmma3dvh4M0XTsQrsOdrmEOoMTGKLyKqNM2ckIKQqXHA0J1xr3252X1zs//viZT5+e+PzpCTSQ18j76yPr9ZH1emVXKwUN5lCb8LZdEN2QdLWhrV0texh9rBgGmWPwLFB88C1QerSZGTESuhF/q1+DKlYKGTDXirBqIge1ctv6SCKzpsy6RIPydtfZbobOG8LvB9JlXKS/MBLz/7NiIMdvZjyHGwUHGPzl4xzxn15ytg9uMHR81vhejvLL+Q0jq8ErDCJGb8M8DJ0HOfbwLB2K+DayKNHwCTob2cfu/Oo9OGjitH+PM5Q3//862h5MA8OvHgG473+BQUU+33b2Fqd/H6jRX/b4leWjoTDE9GyWOp6PZGw2zHj7TQiOKtFZKfKRb+FAjLRx6OPCvr1W0WGnXSvqJvmbVPnhMfDvvst89yFxWYSfPj9hgu5KzCu7wv/3v/zEz5+e+fnnLzwGG/QhGCKpqSlkqTpJWVCnmDCcsskjWko4BqaiYJrP2uiLaxy0anh9CWy7oXfaG6y+Rd8hWtwUY+ByMSphVdjutoBsSMiikL1ZbT/nhCSPjIMNO9Fgx3SBczWH0Fozuo4QSGPEPsCy5EltoEGAzsP794gE8rOyXlZzZLj/D+ZcQ4Dl+++tiZvMwFo5x1SoENBq4sxxpFk9cd8rn18qcikgjVaUf/rTFz493fjzjy/QDoJjVSgu36k0HmUhh8ByScQlktcM0RzFh4d3PKwXHh6u3EqhayeLDW1FETOCw4TpCFRkAhV6Lwbpj9mutc+QdMTKWWookkFj8O76aGWpKHx8yOQA97Lzxz/+yD/945/4T7//iefbznZXHt898v7b3/Cvf/evWNaVupgIzlYqX7RSFEpPbDQC4kCATm87exfLeoNloq03ssNZQ7Ae12s3neSG8IqgkogxA0NBsHrAIlaXx2S0rzFwjcbwS1eeEHS3Uunvlm+4PgT+3d9nfviY+fAY+cOfP/Gnn5/5f//HP9BelOIZnbiz0WmYoktEHuVfZmDhRu1siqY4FNOG0I/nAwNJKLNXoKO60L11oXogiThKVMO6i/eIZN58D4pmFtXJGZbQYVHudWf7srNGoxpvTWcpT8W89yVk1JvFQ6O+9kIgshCNx0wNFEBTq98HGThThj5flGO9z4nmkWWIINHFm8p+IIimvW0zwH5TTj9NSZ9V2KaExXAIX5X8/6XHr8gU5l+nv4+84PDY42jEkDbj7XrypcMjn7JBi2yPtt6bVMP/3XubuOFLVNak/MP7zPuLcMmwt0rZlFI3UjQisFsp3G6NH3964v76ipYNjdEEOcAVldo8limaEcSFR4A5jXi+8GJ0GpjUn8/hWJSug/1y3HR1J2oru9Md5eC1difbGtoPzf9YUHtkUQP1cTSRbJMKVjccpZSQkjm0HM0Zh0iK9hwSySlyWRLZs5TL+kBKmep0DfaFho0fJUPbfAdXfnMY7W2rBDXagJKMU/61ddJm9zp+2cw4VeNkuj5c+Lu0YsprBzdR026DdNtOf2n02rnXTq8VfTXW2RQD7bWhHztLjMQkRIkmDjRKCwyKZmXaKl9ObRgPj5p7M+4po+IQloQNCqbIJY0+RTS8fG389KdXSin89OkLP3955cdPz5QeycsjH94/cnm4cnm4ojlRRNhLI3ZDz2QZMvbH2h5UL8JCE6EgBmAQsZ7DUOYL0DVQg1FXm0qDE/MBYlNYLO5sogq7G2+7owHtoy4/hrVM2Obnptwq7Lrx5TXz3fvEdx8vxDXR18z/9L99pv145/Y0IvBBsXAYhkFeYEbrpJMyzpdjnx9mZLjuw8DNwN6zT7MbHlSdnNEMFGXO8s3Sr3wVSdpXjcDV3tSxvt69FC7icqF1s2OSYNdM8TkAyyrUKc+PqsUpgmeUevvUUu/VXndUGo6ZAZDJ+BwQD0b9GMWPQdy5n+D78xRUT9naaaLbA3Q9vW6e9Ztyzb/8+PUazUwXwMAnH/hX9S47Nr4+JpDBDZnXTsEjBOz9473j9yOVA5h1QVfMUsgI71Lnwyr8228yOQOx8VwLRRv1tnNZBNHI80vn+bnw809f0LoTe7GbMJgIdSAP7H7FFNFgU4nBDa12PRayR98y3qA2RwBA5ODI98U0GDJHWmsDdyA5OiyzmgFP0XmjBr0Bkw7C6u7NL6qCBjdy+GZzp+BOIybTBA5pyIVGyxJiMgeRF64PV7s3XbmsD2gUF1C387TrIqgekzTqDdcoBg7YC7zeG49JuMRISdCqstVG2G3QC91QGlvbWB7e8e79hcf1wTh4ciJGQxFp6LzeK5++bPz8xyfuLxsvz3e2fed+L6QgJIGS7iQxOo7l/dWMuB6mxYRqlFoHE6Wg0Wu0XQmSEefXqV2510oMpraVM8QlslxWPlxMiWvfjMvpdS/88Q+f+PLlhX/85z/xWjuvXXl8fMfD9YHf/ubvSGsmrInWlb2bxvRFLGPL6SgYDP0wMwSBINkACaLsFEIQc1Te1FUxeou9C9VEM1k1+UCb2iCmdlbpVnLSgA56CqeObypEW/CUutPrTi+Vn5yf6A8/dz49ZX73Tebv/u43fPjugW/+7jueeuCl/czPz53e5ZS+nxrNetTKpyBRP0Vz5/LweE5BnMG067ns4s5jRLb6tvyJ76MjmGTOMx5XWGctZUbKp2pGxyhG7qWwLpl1WahtZ5SyxwefZVGHkxjHGYJDYRxy6HUP61sNdcGRAQxadMSEqVATbxpn1M22DaDS0Gw3tbUxkDfO7mRH3MFMx8dwtRP3Na9I+P+LUxCsix0C/eQxx4UeV7K3Geu/uXGcbsqR6vhnDISLPyWcbgQcXffeuST4uMC/+njhm2ugyY1WO1rhdruzl536emMLgecc+cPTxuvNIKexKVHFmk6hWZ04JZa0Mhs6EuhRvMTisxDOTR+9LASGlBHtmLS8hUqtifFDiYl0jyhb1CRImt/Q3nEiruAC48l0jlM0qo1aEBoR0OLka13R6H0EHUNTSuhClmBiPWLXMqQVYjxFDT5ghqIh0npgn5QOQBzJgaGq1J7yUsFR+qvVOOS7wFYqt63w+vpKzAZTjdrIobMkNwx0NMK6XPju4SP5shJSoqpThSyRx3cLl0viw7fvfPo38+Vp43Yr/PjjM1++vPLz5xf+/IefuL3cef18458+PfHj7c7f//33XNbMEgIh2ndWtYGwzQWBBIjJzlODsKQLS8q8v16IKZLSI+u6GkmeVloT9h2ebzt13/kv/+X3PL1ufHrZuBeDhpb0yOXdA98+vuPy8EBMiZoSFUF2c9B436VKpEvgtRYUm3TPnpYWVapAC2okgQidC1WEnUAlTpK8psOp2cBhCwntjVCtbGcMuB6wuAM1yOpC75V726A4VXqphmqJJrzUUeqmvP5p479+2vjnTfntdyv/1//+Hf/hv/8d//7/+Hf8P//H/5U//7zzx082U2J72yLjeI6kW/cMdgSCR5TqsZ1tebcDKDNqth+delqM+sP6GcMJjODksCeRo2YxWEBt7w2lR4Pu6hi0wyGpErguV9bFhLWiXgxw0vdJMBjE6VAknmxecJtgaw6BWm12JhEotbrkZ5iVAZKj+HrwpKWjza5Rb44i9Cl+/HwGt9dAkkZknt8kfgjhCFgHvNmvI6JIb/PaaLfg4Zc8foVTeOtpTrd5/nRyAfNxuA7fmDNakPmZs11y6lcMHzJeL4iP7sO7VbkkqyW3bjekK9S90vZqw0Bi/Czb62YGcFw8FYd4OSGbKMgBZwvBmpuTo+XNubpnV5310gk0U+f5H4bWVukbhMz4hOEPLQm0TR5CpGvwEqhhlkUt/exiRqYrtlD0WBj+iSYgH8QcRzS44rjE1p+07xBf6L2fcm85zlOPy+S35JQpcGzq2prPHnh2EsaGFCcCFAjWwA4xsuSV4LDeiKGgLpeF63VlvWbW62qykctCypltb6SceHx/4eH9lRyFl6dXfgqRWit7q9RaaEkg5OMEvH81BEkCppkhPgOx5oUlLTxcs8H+ojWNtXe2rbDvjRdX1du3wp9+euV1rzxtlRYXCIl8vXC5PvDw8EhYV4jBGD19SjqqeBnCewBigvdjuNNBnba+xRvgeCmB7DmzZQWjgGgIqOY62jhViOk2j+g8ivVVYjCKA6+gzYlm42U36HV3NbXmwISmRuNx68o//nljb52PH4Tf/m5hvWZDoKXqWfyARcoso6gKZxJMW0MjamWizI6dNGKSU/lD8Hmb4UgOLOOMKYcNZDRxj88Yr7UI+yh7zocOmyK2c0M09tzsr6+VfR9lMrzqEY7A6mTf5nENG6W+nbqBLSQ4khEHgXjJR84Ho29n9+X4jVUXdCYJ0xYdsfhp5mPYJY5rf7Zav/bxq8pHqp3WPKaZNVyZJwBMfqLZcH+TKlh0rWqA0km1cD4lmUmVf4jjxBG+f4x8WJTfPiitPPG0NRO5MNdKL1aLFqf27VsjbZ1lV4oLo3f/rBCEa8rU3rhtN67LSorRqB5ygAj33ma5p7oKkjVSO3stpEE1oULtym3vVqoIDgH1DGGBmZaGaHXi7tZd1HD7MSRKa9asCpGg0RrTEcSpGbfWKD65bMbXYmEVk2WMKRpk0RdwJBKDSTHmdSGlTEwXd3qHqUFtUC5JoHZn5hRjVUxhpBHqxitAj9xuG2XbecjJFN+ugafdMonlbulxCJDTQoyJBmz7joryzcMDj9cL33/3keVhJWbTsKi1cb+/kgisQfjdb9/z38k3ECL19d/w+rrxP//nP/CnP/yZP//hz6TUSKHw+HA15xWCYfWjlciGKE728pnRmmdiTARsgPH2cufzp2deXwt/+OPPvLy88unLZ77sgb1FJF2IywP5/QOX64WcF35494GAErTxhA3slVONeBHrlUQFy7mEkoyFtfRK7D4EtmSDPocGISNEguZpAKojkrLCGK4KXRFt7O1ODEbvjFpZ9V1KXt4MtHan92baAG2n90Ks9Riw7KbRUYtaWTAlNAa6dH58anx+2vnf/vET//Cvnvn2w5Wn1+4oNZmGKIQx8T2CvDOcvJ8spq2fgQoacdNgwW7NItrQxYOdERX7n1GW8ijHT9GdQj+chDuZ2KGrobEmwSZMp22bqrNrQ3Lm+nihxULZN7aXLzOwidFKda0yD7j7XENjQF3sOXWnYA1i9f65cI3wop1dO0h0x9bmfYjRspChOzKs6oFkOhn6k0MYTkHmK77KpKYLsjKTgfJ+mYv4VXMKM16cnss99Yxaz2GnTo/nH3D63fjLT7jZhxw06TojAkW5BuEahW9zYw2Nsu08XhZSvLB3Y+YMeO29MamWe23OoWJGOwxvfookjEwr+lSrsf1H/LmBYHAvP2YGelfXyLX0P6gzLhobnwcBbprnHlGaWONPRBxVYlG0xID6BHcMkLobbO0eJ1rEKaIEMVSM3YOD6C5EUxBLa6a2NhFLMUXykiYdRmOwcZ5yOBFDWniDfGrEqlFZt8HX36qLvHS2vbDvBSlG5BejcLkuVK1sdSe0RoxKa5lWlX2vxMWcboiR1hvPtxdSLUgMZiwDpGC88jEENPmGAWIxnpnffv+Od2vit9995BIN052WPGOIKocaWHCI6poMslnLzrYVeoeX5xdebxs///zM08ud+1653Wy9xPSBJS4IiZBX8rKwXi7oYvfqLs1oweWo6xIsAzCRd68gh2iCSjr6CEpOiaBC6NDE+wVYP6ficqk6omAnQ/SdEiVS3chdYwRHyaGma9AcPlpV2Xql92aZhCqhd7JPvW+9Umul1lG0ciPs47UhCqqRAvzxU+Xzywsvu2lnx3DYgVFC7hwG5wQkn2nn7IsxujwjKz3DR5kaDYctOYKpYRNkRPEdn9YfzXqZBnlY0ChCO2W8Ry3etum9de57ZbttaOtGrJid3yuID925PrcEpJmUqYeq9j2NaUu6Z23RS7wiQ7HcDG2Vce5e9JoU/8oUHZv9MTf8M3U/nNu8duOGnWy9Na795QMmj1cdlF/0+FXlo+GbpgbzbEDyNr+T43fjcbgLmacm/mY9TeeO1460UwUuUXif4EPqiFbKvrG8e+B6vbC97ubEh3Pqjt5p6oppdtOazqOzjAGnPfZBqKHV0LTZ5C3iG3rcD9/cTkimmKQjKHFuhPkF8zrMS6FDfcumZYNHrxKDib276hsKuQdabzSBUVQgBEQ7keCTv35NfRMPx5Bz9tmBRlozKSfyulidFRP3MI2CMWdh9WgNvsh8ck91DN8NmuoOOG1wD9RSqaUSWqWrGaglLaTdpEOjNFI3+cgaOlKascXGjAQj/Hu+3Qj3HQjsvfpMhLAuNoDWg1DVFLEuBHKIfPfhPd++f4f2gLiw+p2OukDPXg2euY8ZiCDWB+mdfdu5bZ1tb/z5jz/z5fnGH378wvNto9RGTA9clke+efjIklZCyCbMkzOXS2YPxmezaWMAHPEZAXOuwbNAj3wlDjZpp04GSclEZwLs04EFdg0UzDGIQmJMxSsFSJZHUKUiKNeQ6KI06Y5wg6qVoo3dRYFElUWVQe2auwU1L83uXauNGLIbn+79L5lw0EbgpydXIRMHLZwmc4f+hF+J064dP/hOPz11OIUDRTedgp5jR/+No450OK3xXn9984g4uX2S6WiwGRe3IUzzZAFeQ0zve6/cozXoVY1heJBa1mJZyJJGaCagcfIJ9T7O2CxLV529EmvA2/6M2J86DsLP741DmOc8DvTIGcwIndTc9DiXcTPMB8i83uPXKoej/oU+4Veij5z/Zwz2mMu0RReii5gHvyDDDbzFbuHAZsAWqABE2wja1GYBROjayAG+zYEfMryPnbrfidJZUuSPn18on154fn3imiLfXVb2atQJ29ao1TiN9hZoHbJjl0Xd8wfhWRtBhejNWk+GjW20Wv2VbjVZi0DEp9aFKDabMIQ07PLYwkKdo99OcrSwjQ8lup6x2HXcSyGsiTVnolj6LyFxvxe2181G8kOj98oAIl5XM/xFOzGZU2sD692tsZuCT/1iY/3iDAiTptwJRcYtDGpNsNqsdt17JDYb1tJmxuB68SZE6Hzz7sIWhe25cL83fmw31g+B297Yaue6JCQJr1tn1UDOwo5RGJStkEJijRmtBUFZL4mUrRcgHbR1Xm93Us5c1wu1NIoqz69PFmkTnOHAYLB1K9TdePB7h75308bo8HK/83q/8+PPX3jZKntpSK1ISLBcuf7mX3NZ3pHTN6DKrTbC0lkTXFaLDLdejcdqRL7BG8rO7VS6yTZuvbFkIwm/qTFo9iBISFOAJeRIlsjmYkL3Figh0MRJ7ry5OgpJAbtnmzSyM9WWbscRECvpqiJaTDWORqtlGt1VO6vC1gt7b9xqsXOIye+3G7ZugVCII8LS6QjehKPAYWrMpHf/HBk6LoKr0tm99G3hGSmnasPhKBhDm910CCz0GtkGfhxHqdoM7gGTph2IqGFzpoLjQAgGkG7ZUw/Zgq/aiDH59Uwk36OqG1GE92uk3JvpRzuHWtcxMW1TzL0p1eHlqKAuRNS1gWfpQvMg01GMI6pzRxH8WAd7gonWHo3oEaC+Maf+p09nKO64A02OvO3XPH6dyI5Nj8yDmZkaR4pyzCOM1/hZnLIJEYd5ztxBPNU53F4SuIjyPsJFGkk72qsxDyJstZiQRbWSxhYitVoKOKgmpnas+ORwZw63EIYXZRptc7Q+oeyRwBiMGXM4M8s5wezmFMNX+8Zuoszn47k2anfaJ4m9IetwNokJiQ1N0f6gdBXjXxJBQzwai8mQPyLJ3xcJMdm0MRwIIlWku1PnyMbgmOgct3iUykQ5BnlUue2VJRrEcjSTQ4jUauyTPVW2rXmJTVBnbE0N6IFu82m+wD3l9qleW8b2X92tVFQ3i3AjRvlcW6c6QMAE7Q2R81IKZbPmcC1GVKhVKWrG8+m+cd8rT6/KvUeqJpblHTGtxOs75PoRyQ8EFtCGhp2QxXr10em29QQBFOgiVDGD1JGjNKBH7btiMwVdLehQgV27sX76WgNrKs+moh77yaK/EWDBQVE9pw/MIPgqHpnFRAaOiNmtSdPuBGv+PW8w7m/Nvvg6mAZoNJB1lHnlhHaYOfjJaMlRNBjR8Zs9xMkxjF6DfDVkda6qvz24c31cxivH582SE/MLB4z19GtH8BnleJA+oQAWmFvp10aWlBTEglcjFWJ2Mjxl0fO1Vz2uiN+/SUE5DnsYpnlQb2G5894NQyun9wyAjo6swFvtI4v4i3tqrABf04r+tx6/3CnUgZG3Otn4uo54jd4vvLZ50+bibM1uossmjgTwSCLsHxqOEss3onxIyt8lRfsr2o2auCrsHaqTkr2LAe3w5Xmjt+aY35nsob6xrxLRXmmNma7leBjmCWB0o9m6yyl6RGALiEkRYYmDvba2hggnjV1Dcogpxc+ZlRjleL8EJEaWy5W0rBa1Mo4Da/rlQFsTNcDeirF/hsCuTlGQAsuSiTnZdGuKLNcFwbVlwWHeYvdPjdDucG3mAnbFJjGbUS2PQToRi1Y6ljn96dMz3z8+8u3Do89jKBIT99tO3Ttye2GrRmBXdpkkhU2BNdA2u26XS/LJb7s3gUBOiRQisSU+/fzMvheQyCbwGnaeXm6U1lA1vqaIsm87W6384fmFWhq1NF6e7ybM0oVdlCpKCyshrVwfvie9+4bl+o713e/QmKlhoe2FXgrh9gdybFweoIRIJ1DVyMV6UIP5uolu7hzMKWAcRMHKR3ffsJk0o7tGMknW3rj0xiLKQrYIGG/uq1Id8mg2VxnQyhgCl5AnM4TRox8yptZfYgIjjB4ksFSDIrZaqa3SVVkkWs/NxYkmt5h6z2uu4jAN2YzO0bmEhwAf4MOTWGTsj8nu69oQHcsagIM1ZwQknCZ+v7Y9bhC79+MOp2AHZtn9kT5YT8Qd+clIWznHUGhggcddA08aaWUj0clipdGyN1JSJAraCyEFcsiEVgzZ6FmedIFq5JFmy5sHn668Eoz9IIoSg+c+atT6s9riF/EYZhzOyK6dotTeTOnN74pfYC9XwURJubdT7d73t0AwOUfcL3n8curswc539sAyeA+OSGEgBSyc6KcUCb+B9hh1cUsHj38nNbGSHy6BVSq3/ZU1d1KMlGoXZ6sFfLp579Y3qN2Gc+QE2ezT8ys3LUQdZFNmxFdP8xHTZg1eEvCKGE0s+mqte58hTEegpxtiE6ewo3MjRXzE2aeERYQ1ZhNeica7IjEiMRFiJqZsmYkvdBEhpcSyGN9P0KNpFINF6jFF4rKQU0IkM+T2xlqr7qMJw+UZa6j1R5QUmam3wRab3yNvpns0m702/nSD2+2JP/CZvRW0NfRWoappDbi2ddsaNQGxE9eFUjtPr8UktlKjbjagNSi/BXj6tFlNtMOXlxultjnA13pnr7uV8XqYWVzTbiLvzTh9qkbk8i0hZORyJQz0UboiMdGWFdJKjwtdEq129vpK2p+IfUNWIER6DDhvLkGM5bVKd9oQnFodKmJU2fgsh5MdDsZM69X45hdzfkvIZogV7r3QEHaOshR1c97/u2OcnSEzZZZ15R4tyEg9uAFvXkfvBrqwTejXyixxV4siY7CFWrQ7DYLMYH9QKyuW4ZkV7TPSVQnesJ5JAxNg6dw1b2L8ES3LCBZlbHz//WEAOTsDGWAQ+0F9Qr2P42c8f+S6M/Mdf+npuZEW6Ch5nyepI3vrfN46yYcoYxLLagctvBrzb/Se3fV6JbZOL4WyN5o24vgKcScRMG11HCnVG6jQxBBI4rbxVLjzM5rW0SsTgk83nbKGcT2Zobl0HNhy/r3NZClqZflf8fjlmcKJt2REDUc97HAKB7aA+fr502gsiW8Y9JQ2W5MoibIIfLMEpCvP980nXyN7KbTeKa0YrK93WjHjUQnQh0k+SiTjyHatLDgfkJpTWOIJvukoHmd1ZiADjPq6mzJZSAx+bHXInbhXUO1UdRiqO0XxbKK7xycmZPQUUjDNCC/1hJAYGrTqEU0MkZy8TKTG9Ni0WzQfhega0CFlomRfWMXP3dATCnNoJYjNJ1h5zKCq8z6Kp+AevrTuS1GCwx6V1x322ytle2G9RKIK6dYNEUWgN+M40qImeN+VnJQdk26U3SK9+2udmbPLF5khqJ1elNdSKN3gt7U2Si30wR/TDUm2dw9UQiLnB0qIlBB59/AtYbnAh28I+UJIK0u+oiGwBaCbYyy71d33+42H+kziDg8PNtwnB+qpS6KLf7uX/lQMJVSBJAZKCN4LUwnO/T8yYGYfVhCWEGfNeNfmk8zBZhtU0X1HWqGXm6UDvRsMdckWCy4RDcFnHTqibcBwqL1OmLd63XxOuLpRNSPrpY8QXGaW064V+tREMadkxrUfTmDEesMYDFqX8Rnnov8o4fp3cu4LjA3qpbezMpic/jFlueT8WSPD+OqhxxCb10zs6T5/yTFnEU3IqCsfR79nXCOOoLZ1I7IUEdZlRXqniNDr3QZIZVw3h37qKd/yHhE0eugH8SScHJvOktHh0Oz9xg6rBn0ZztOv3bzWitsat8E6/o9/nmVTEyD0Nx6/HJIa7QP7qTY3KtDu7v2Fp8UxPHtnRqAyX6unt7rWqwY+XgLfroI2U99a8oKWyl4qz/eNRjcb5gI3QSMR4SKBHkajSayxGiO92ea4xswKXPy0Q4CUYQyyhFHbFyEkSztzgCyJd/FKTispLJPXv/pFV1Ve9519L9SXjaIFtE/efhHhYcmkFAhLJOSELAvXfDHRFRGKRGji5aYjfhCBdclITzYE5cihvJpYTw2gIbIDtN34hHKeAVNkoIuYm8MoogMSMsXvX+uGalpCJkhCRWgSrVQAxBjIPfCQIoRE00y/mWhO6sJONdSWK7TllG0qV4WX120ufiEDgRBdzaxVgmSQ4DwzFq11n6MoeWVZM+s10y4XWky0+EiOC5dkmsshJfL6wC2ONZroEizCb9CacG8KzQx204KoDXJl3XjPMx+/ubLkR/6szYy6JPDI61bUj9m2iqp6Bjmi+2hzJtkmtVvvrDGZ1oOOaXeLFgc0dFPMdS/mbGOpyMuObIWwvWDc/nWG3l2Ve9vZy426JEJKPD6+I4qhlPAhtIwgXYlUoluEosUYboP1V1QNmZd80G0GkVlsDXZhCRkrHJrVVl/rgtc0RknGeXoIThnvwczIaacksDCRgSMlkcCBSlLTVpcUjjTf60tGumeOzBq5MsWJDrM6fQu+9DkZqWlvxmt7Nydpjd0AJPIauWTlujST62yBoINmW013u+3kZSGmxHffvGfJkdt94/XpFVNSCzOKT06jYyJOTnSYfJjQTN002lMj4ZxtCfa+7swIXgKxu2HRXGs6r+GYCjdov92jPj/LBmDfDPL9C49f7hRmj+B0G/S4/DN9O6U4croxR2BwRA8jmhpxRhTlYQ28uwb2p7sJ47RmIjXaTBdZjM3QgxhqV59exQjsBHJIllF0E6ZHhCUFRtU+Snzby1Cffo2RvGTXW8VugphofIwLMSSTwgSTjsTqsjlY83fpAd2F3ishJYO6xsh6XUgpuiPKBhGNZgwFMZ4aAuHA3Fn0FE41wwzBN0eMzs8kPqCDzRmoWBQ8r7XvkkHDoV9t1MYIWY7I0MYsRkKLw1et15NjRFzYxWYoOkmVJtZoJSTbvAHCYsNyo+ZuJH/u3FxhqveKit0V8HKSDytoEDQvaMj0sNDXFY0J0tUQPyE5HUlElsWVUZWOE+RhzfWgTFTK6KSrKqFXojaWiKG0YnSIoRHTdc+CD+CNrVPEJ6ZnCmzw3XHrTlvABIgwDYLcHSuOMOYPKNWGLPdC2He0VGY3nu4Qw5GZWu9Ki0Gp+8UgtwosXh4Kavh3oTsS3pxvxGx5YQTsR8QpOgAWs/jAVCH7a9G/08/w9rdv9ro9MTzBcV3eXJ0ZPB5oomEf5PiK+dmz4DIdyfyH/f6rKHh800hQ8LLeObcY+2TU/iU4uMBSaT9Sv4Oq1tMqOwkltkQUWFKkrgutWk+Lce18S6ke3yR+bwYV+bnCYq/zc58HraerOzIsPbwfMnszb7OAU6N7PnMC8vyNx6+kzn7zLX/1Z3VMMzKgqadEQkGdTtSCV2uZdAIxKO8CfHyX+PabzH/69DN120h1g7rbRomRKFbH3btSeue1dFKAhxx5yNZ8XdcrW6m83O8eCysPS7L5AOlkMqJC0zqNYEhGsfDh/XvjOkG4YQFLzIZ3QYKpp6mLsqAojX6PpKbkR3h6emLfNnJO5CWTLwuPDxdHPzVyTOS8GM4ZnxUI0aZxu2HQR0tmtJ0DYtw8bzaQG3+xVw02itI71UtfV/H6u9rMhgLZ77j1TWyxrZjJ6wj0MYdiUU/Xxq1YGeO6XHnKjS0avUXoHWqjx0iPiaIXmnT2duP7jx/58P4Dsn5Pk8StmyDMrtB8CC+DRzB2fsaEGinRBGNCSECkEGnObbSKbdrWlM15p0LvU7iiu2R3ppHFsoem43yNypoOuW6k0MiXYKI2XeghGXumgnj2+G5ZaL2xt2rQUoQLwcXaZWAvTAAJo10HK2k+N0PMQec91oSOMSK9o63Rnl7prdLLDtWkMMUnT43+xGGLw9ErhrIQZc8b3YceP8TE4jMStXeKVoaqXlA8U1BuHlSEEB2QMRaTTGcJ0LQc5miUFp2jx5984xAG8ucwWnAwFcCYgZiOGTcR4fiUQVsfnUSyNa+5e2AmIq4DbQ3ZN6Umb6ofmKCTSRrlldFb8OE4z2X86C0I6E4Ro83mSiRER7h1p8bubLeduG/UVmxKPkXWjx/YtsKXz8+OeuzjknpfztZo0OZUNULwgcq5droFe+YYzDH37r1AEQZTax8XUgTTZfHzFDuT4AvyyBJ8v79JQ/7lxy92Cn3o0o40EiaS4C+CBGyY7HwgwzGI2OKyTrttst6E6wX+h3/deffNlbQ+8nT7R8rrzlXvJB/xaeqzgNrZe6eoIWd6V6iFmLLBEUs1bnyi13ptAAh3AItYDyHKSoyJHCIP796Tcybkhb2ra+MGuih7O26M7MYe2vpISYUmCY3WJ7m+F9aHRhBPG1OkhUFZnVwgBRcvUZDgEFqn7PWNNSIJCwyO5aun86iY7sKQ/uwYoV31OnD3YTfTZXbUh9+SfgShlN6hGTlazhkNyqsPYKnApXekQ4mJnle4NHoRtHf2COmymgoZFxu8qoXycOFpXZCHB5okNk0Ur+dL6B4UWBmuC/QYaSI0Ee5ijqPTHRFjvQpQY6/1Qx/GwYAAVg5ozeQLq2P3UdMmDo5KKd5Xecg2RHcLyUtBQg+mqaFNUQ30LjyJaxRI9D0AL+5AmwSyBzazHNKN0mD0Vm3zR/ZaKK2y3SrbViilos1KjaLVYaPMerCCZQ0d54PwP93Oeb9ttBjoKVAWW0e7Ck0brTfWYIBYq+AaFLU2W9fGNnzUK2Qk/V760TdWlWMt4kg73/BhvN738oiO8T3KzETnoj0ent28eYnf0/HSGQCN/XCGxXqmNoWf+ulTuk6DM67nPDb5OoO273mt1s98l6Lt/abEaK+Z6okc90LQeS+auPStL2qbYLf39rEWgs8wDXSZH+Ps78iQH7XMZDrZkdkOW8C45ry5nuKvnzNVfp6WHHfOA4Z/6/HL0Ufzr9MT+tVRydFm9mzefuULYNS8GBE2YlFQEy5J+Pe/i9R15c4D972zb4UU6rz5xdEmqLDTJ0Kk+neUbrC83prPncncrc0vjTWDrGQTk/HjpJTI16uVZTy6LihNDIVSu0FqB1qmqzWnHIxCJzqliom4o0o1HS8E4ztVhBwTKpi+8+ix+N21gRa7Xr11RwV5TdKdwGwk9YF+sfmF44oa7UbBez9dSWINxrGJ1J11/2oh9dZptc3y2L1btKMBQrOIs4WIpkxYLg6N7LQYyJcH4npFWBBMO7km07YOy+JOITs1iBCNV91ROHYfCWG09tjFngtq+G4U04zGjNpQxFP1oag+GnhC783Op1Zr+msnRJt7yWJZWQvW8G0SuWPG0tBkDn6wmAsFdm0kAksI9OYzC379xvhfRCarr3SHD+KRnJc2izaoBe4b9V7oxVevqDnJsZX0MBaD2VJCfBvkqVJLMcSXBooENERe8YGp3ohaSWJqfhZ0mKRlGzQss0QBI9DX0+b1rtY0mmeHpB4gzUSDMbtwbHqrrYfDZigcRWP70NOvphEfUNIRMI7znUc7XiynDEKHE4LjgE+mCaZewbnKcn7V1pR7MOR29SyqB8ugm3oOIn4dzgZYjOre9qxdG0TnMNkU69FjQn144QOVdWQCb5gDx3X0/XwG8Rji7HSCJzsCp/MUdYXUX1o8+lXcRyMFi96U19MJKCKJOdA1TsI77ZN3xBERiEBMPn2vvI+Ff/jhgf/7/+3f8z/945X/+E+C9GrDakG4+3tLM2hYzYkxovuQFo9irBlTm1LKbulgiBQfeItBSBLJMfH47pGcF2J+tGMMgS+1olXJ0UoIDZNF7BJokijdVNQuXhbbtZLUoKEpHE1IUVuoRmgXCDlTupU2Yg+oNnqrXFIiirAxombrlYhATtmmxuc09MgYfQQ/JaNOKA3n+ZvpvDUzRySEldlaIfv3rf587YYQQpV3iJVqYqB0w+ZvnZkyF48sFUHyyvvV5CUJQoqJLokiiQcxPegXDfO4ojpUtRRa9FLRmJ1wckHD4jsbLAZ9TCjXEYWLojnTUV5boWpFWyN2H3iS4INZjdCalWHqgYffPVPcuhXJzNkZAylkNPQp8jOlGn1QsHdbC9arFjeIQlKxenztVG1UHU1QQV0nl77TXnbqXtDXG3Sr73tk4/fII04ZMzzDKTliLVhQop7e2RR1oGqj1U6r8FyN3v2WzPBGlNfWDcWXo52jZEq9GwdY8JujpwhbdKKKdBi/kwH/2tAODiE8i1dv3h6gAoOTHkNmFgCFwTyqExPzttIwLs1XHEhvLZF//0D6nX41+oQWbw4JWUF7m/xLjCz45Hxed3OWLyuG5W6dUjdz2kkOzjEPHO67ZUzW6ymncpZdh1rV6UqE4hGylZUOI2+Pr6bFddjVcUIjRTnmvkI4+i6DtmaW7ZxUbzideVz9q+v8Lzx+nfLa8Objxh8Z6Hy8UT4SHMY3Ft7ZgI3zF755J3x8v7Bev6GUnZcvrzysidAWQjc4oqoprkkwAZEQkuOGLzSFvSq13FFthLzMCeEgi2UayerVOUaDLMZEDWm61N2PsjoUs6uRaXVViiqlmdpYu1sduPTdNBaCkJbFuYeSawQP0iwbtmtqN6qqpZZW+vHSGcHyiBH5AhPGx+FkDf/uCk/dMiaLVn0BYOWjSeKFzBKeIWzVyN7kZOQcRL87cmSMLlU1h6gqiMb5XSpW668+eCceeVsPxumpdaCo7P53T70ti+wzY+lq1BDHwM7oknQOJt1DGziM/2snzBLLyLDk0LRtjq2XEcgE1NXMOmFGl32UIsACCALd0WfRZw9Giq5+vUb7FVWbENdhxEfibMfTW0V7Q0tBvYGszkXUveQiI2LErrsH5XOvzVIhHHDw02Ycz3RVqteku8gMLCyTtMygeBbdD66JE1xxXAW7CyO4ODqY4+c+97d+HXL7S8bL5XiKU85hP50i2VkC+Sp6HxmBNc/ldIx/adWOUpceDkjO10jmcU9fN4InEd9rQlVlb8JrhdyFPI31KfqGqY44zmXc92GYRw9vXKLgJe/ma9h9+zmUZ7z4bZ1lBN7nsz7/7rxG9M1v54zI6bjHNfolj19FczFu7vRYc3GMQzx76tEZ96aHnNJFsb+0gzT4N79b+N1vrmzxN/z55//EP/6vf+A3H67sq/D85cWiIu2Q/HBDIK3GXvnx+3fct872ZeO+PRN64fvvv0ckAa5AFgKSo2sXW7mpYFOoVk/pdC8X9AGHw8XVVbm3RmuBVpSnf/o9bb+h7cYagyFy3r9jWS88PrwjXS6ElK3m3JW9Voe7RnZvmhESryqMZTB4fMxpGFndKFCqQ3AHbFOraTI3DDZ61BatrLHTbR4DsSgFZROcAE8NPijG1T9KIE93o7Tu0RZsA567skpkDYnaffYhZO6i7MA7iTZdoMOBOhG3jDKQbebSvFQVhCTNr7I1RLfWnL01+DSrnUzolrJvc+11VqyctNBcMyDyrNUbb4JLqc0yQog23zEi/y7WA1g8Y9IyyCE8whWhxzwVDJqXSsQH/faTEccp1S3Q8clsEtoqrVXa/UYvBV5fGUieQTltG91qxmE2PcPsQdgchEXefWSeKfq+szt2DiRVobQ696LNvojrLVjGd6+NWxm8SOJDgofJnIGaAOpMAHqOpE9mAOaQHu7kz8gYf/c8xpP7tnN3VE+aQzJ/zdSMz5CTszkb/PEQh72/Lb8a7PVwXHq61qJjKnqULwd7gQFLfto730hgkWzGCUeEdQtWYlw8aMSyXKwUqu6cPSYx/iQgdSW7vVywrLWhfty2x+dpSZjXU2kzwDOHEeb5tHP/ZGZDJ4N/Ks2BO7J2yhr+xuNXynEeph9OHvE4rWmk5ni8v3Gop83IUEYaJHy+w3/+/cb/43/8j/zn//wjP728wrZTS6OHSOxGfNWkk3Lier0i65WYMw/LQm+VEBpxuSCSueUVJIMmltHln3UWPw6UlzGSLzIjiEikYeQO70JCmhL3yu3LK68vd+p2g7YTXcmp01m2u00cS+BWKz0m9sUU1S45e9nHPn948T6vixmc7jXt6VTnhTTn2tVVt2LwZTMw5lazjP7ZsSnRF4p4djE2eQNeZ/9P2GpzhEOcY/Xd6/6LN77uXWecDlaqIQh3M1+EDt1rqXe1zXLvzftxHpUDnYYxEBuNdA9Cx2g7ggDd+Y/Emr70zr7doVfoleaUk4bUsj9Lt4av+kZr3uwX7JgIVsKLbly6WAkJL9WMUEZOAAYzyiMrcBihWsTn8++MQTpRNbK31qk3O1bpDYpBqant4P4fUSUn3XJ8/c1i/ggDxrL08piv0yOK1hnAE5hCOSjGFtutNg6wRy+B9YiSbGkN0Ih9oX/2QAp22yvzG21/THMyh04VvEYe3DDaoek8RjcBp16FzOykT5Nx9A7U7YTdjOCOpU8bM1hZZ7QPJ+f85ojnD92d4/g621ojOx1KaEe8fe9wjYESMtvtGemFi8+sCrCXaoFPsGAmIJNtYJSIWu/EZHtMo5C8VZB6oxHQOEAfjk5QnILDe68OWTWpUsaGnedw3A89BiXndR2OXI/sCN6QTvytx68T2cFKEOOmzIDlnAq9TQdOrzllTOO1fk1edkG/FG7/y5/58vmVl62Qi6FhmgjJW4BEG4y6rhd0XZGcWWIkuZxnSBmRRIl5OgXxJqtrm9PFOIpUlNLbxGjb/jJza3MKTrfdFN0q5fWV/fkFacVQHTjJlQgJJWkntkoVmySucaSz6UjreFtBHP6++r/yiAjG79wKyExJLeplQhUHSmHEF+IY/bEZZb5sYLzNCNqZGhrFZASjH9WE6Eab9Wi9zwjGjsu+qfjmP1d+qzLJ42BkkmEaQ+OZEjdK7mBGnWdE+OoLWhWtG7SKtGKoDgmEtCBd0eAbQoQeAqZfoC784kY9WgNW23HFm2c243xVOwlxcjE53uv/jWsZ1ERzAoY2GVF7rx2tjX6/gTYbUmudQVJ0XvKTrGxshBnRnaJr4RgUm9fmbeT35iF4ec7f77X61q0Etns32IKDOb3AdDEjqOt/7RuOON8+RE6LV2eGOo356W3nNT7tUZARDZ2cjP+l5pBwR8hE9+lp7Y336uwljFp6OH3jcSZ/LTr2zx334vS8YrMlJQSqwN1hwhkgGoilNj/GyDzWEIIRO4pfWz2ucveAMypEHUofXlJFGR5rHrXifVc7p3562bhU9r9Rxh/75evTHOWyI2T/311kZxzw2+8NHELXcv7FpIMYC6eDOf0hxD2n7pR/fuqEFyXFF/q+obVwve/Qja42x0iOgY/vHllzZl0u7E4jcc0rt9hpvVrEGyOSH2kSqRoYVL21WvTftLO0bvMOYTHEjlrMNhQqsyQuwOefXym3G7effkbKnaXtEK3mvIQLl2tkXSMfv/uGNWWuOdPjQpPIk6OfOha5i9jgWJDAIoGqfTofa6/ivTVHiahQVaCYkOMahJs3NNPQRhj7eqTDElmyaRXsbhx24MYoixmF+BiVC5KIAWsmDzsVja/UGqYHrYeFXc0QLcALvuAdrdQVqlrzLcdIxCL0woECUwzm2fqQrle0pVPfyTogpRTTqS4bKUBaouHwxdSwSsdop6nulbqhl0IAz6SSJDQYUeDuSlfJr1kfm9I3ZPcIbSCaWnOVAxGyiOkWoBZ8aCfuO7UU0wPfTaBF2okIzmmaJduQnzWSxz1KB85eRjiCi8K/3UaDamUYbvXwWkdoOL5voNL8PtBxzDuUARsH8MxkrJe35ugwoEGc9l1hsqj558lh4g+n6aSSdjG9PHNycHrKJOYpniPXfvxC/HwHD1eQgdrBiezsfZNN9eSnRvoxm+deiQDmuR3QjTdfy7BVvSubBp41cCcStXEp1TLqYJUkjZ0uzSbXQ3BX20wzRKAH5+xSpShkv24Z6++I4kGJcQ5YH4JjqG0IT3uGoQ4KELdPA9DTlakjMx3I6Z6+Mdd/0Zf6bz9+OSR1dlf8Mg5jNJ6bviGc3jP+dXYQp/f479rYEGHAzAIprKhWilRHAAWqipVju9LFmn0vtdMIXNcLvd6NOMs/vsi4oHqsNs8HRCxaVPfI6t7W5rFMlareNuq2o90mAoIYJ4ohhQLvH1fevbtweWfDaTkdTddamUNTKkfc6TEhI4bs3Wqh3VNFgTlR3XVwyNvwzFg8873j2upRw7dI3Rq5A0Vle+XIBGwjdzQEa9J3ZsY0+OmHzfRCCeBi5T5cNOQWB1tlEIyjRxy6q2Nd+zCcHIgLQ2g5xrx3n13wa9VHX0Cn4El08ryDIdPYQUN0So6YrEYrEQkJxTWoVQ7onk/uDnigYpHdoCoZpaLj32PJKtqMGrw2UzPT7T5ZR7XaFOsoD321a04L3S7IbIzaVWPcSDnvi2noTiHizAJmqPjGf8wtNV7u2dib2sn0Lkf0OKLxIys5jnVeA2Eeh20nPb3/7XGf/zmi8XO+9BemSU9vkNHcPx1zGM7wqzcLb4+RU0ZxumYzUj71rHjz99sL2dUCDlCnDuG4Nn48Elz3Q9VQTTDXqcncum1xQ60jam/qU/Y696scRtLt0unCuL2c5TLR41jV9hE6Mkx/3ddT5OdM6X/3TOG8tt6sgNMvxsZVPUQtTo+36+5AosxFKhbhJIRLf0eTwl7v1kcEbk3ZadxDYSGTEH7cTCnt4/v3fH6p7L0StdMksGO11aBi061Ew+2L1YcTVo/u4g3FbjXi++udertRnne0WrkoBvWau2kkL0H5zcdHfvjNR+5rgmB98N6CSYDuVp/v3ZqtNqxmWZIXSlCMxExFEBcaArWBLr8syfJU9l4NMaO2yKzP4D0AdSU5teG1LoNaok+DGBzHb0M2R4RcxKJ+KwoFVgJB5VRugur3dpHIEiJDmcrXIoNKXX1uw3oEB4xzWPKBzAgY5cgicFcTp4ne52nuFIIASyJi5UPx3d9FCVFYQkBTttKReJ9hOAX15mvD6t0Nv8/m/PtBCepggjbXq86/bH81lF4rvdzZbxuUQtvv03mMssXcF+N0596wP9NAnnDp8wv16/LLQKPp/Plo/PprO6fvkrdhoeITwUxDDjJrfTI/69iX50hSy1fuTTFHPV43bevhBd4aoNE5OYSc8N4WwixziUfDs08pVlocKbAMm+J4kNGIt75Pn45A3XlOwsKvbuS5hDKO8HS2b/6l3XpiW+nE5iXSFJFgYbsh4a3nhqPnBm1OSnFmNVGSg+EOiVGpldDNloyArnfP3kI4wUn7vKYTcjsvtQcKOkrRfoWDbT7rQ3h2+vYW/uLHr5pT+Bc/eDTSJm/KyXGM37vnHmtaxS4GPlhDqeZpo/BTDCCZnmwCWQR2P+nFtrpt2k1JIqwhEvPKVSONRtLAVaIZDVVeh0fvIE6t0AX2bgLeuQvUyvb0Stlu1O1utWxtaNvIObLGlaCNh0vidz888P0P73j8cGVAOcHoOhTIqR81+ZiIGundqSN6Yws2At/jaHoGSneIYS9ubYOXgQwyG7xB2nwj7b2jYoNx24x+A7v4YFuwJtfSZTrgEANNlWft1uBGyCF6CHiUpN48J50WYA+WfcSuSEwTc28InmOYSILRhKj6onYn0lpFtTt9tIKP9ku0G9Nbp/ZmDhifcVC7R6tYdJZ86KwS0bAyaD7MyQrFR9eTRNMn5i07pCnj+ZZ0ozTQTNO4qNJLMfW97W6Tx7VYmejEW2PG2B1MOEf3HOvfo8uZ2+vhJEbweZDIjZ02Xnt6SuzeipOhqVZ0GNoZl50i8uDxeTggpOrG5viOU4FfR2PSCQlHNmBvdfplN0h+sodcrQ+vDcdiIbAf75DMPI7zSAxsyrx7pjrty8nYqJwzMJmXdzxne2ecmzvqEDi/i9P7x8zUPJezMxZm6UtVkJRtb8XCQiADDr4mzo83eVxtamVRtaCm9h2wkq54nyHHQENMptaDmeD9UIJNo1vQ5HtZZTbXYZTqTr5X5iXxIG30uuxevBHV+Zf6Ul89flVPYd6reYePvOH4Rx9O/5S5fDVNd6yK4ctBja5AvPlYJfgkap7vLqFb2QCZC3JXm1btwCUkR+VYKeDQw7Gx83EM1S9Qx+YSWldibUaPcb9T941edyJOTqaNINbXWKPw/nHh248PXB8WUo7EBqjQuieNzjUz0sc4MqHRNWIsdgHHxFukjzsN9TR04I2dvE7cwuhJStP/FL+oATGqCzsSjybeggI6GCWCr6oht2ioG5kRh202OQxDkEExNHBSvmjHhLT45xhC6QgCrPwzEBDBI74xY3AEqerfbbMbQXFdBxvu6hLA+ZCQiIoxoo5ynLqRFmVGXWOaHr+OY+jpbHxnUU+71aNbR0uhlx3d7kir0MopCtVZYnv7cIM/P/f0inNUNctop9+dfn3+YZaAZGQXb1+s+pefM89KjudPgfP8Aj2d+1/EcaPcIqcf50ccL7T1Oa6fvfAsuTldVT8a6edDsfWhp8si0768vb7yF9dvvH8c/7g302F/HZi60X/TfPZj/iudWs8+lR7NqBsYYSDSDqcfGASKx2eodu+56ryMgyI+nAAIE1Awz6t7wCAzU58dAr+e5/U1sqd5uifb+vYCnq3Av/z4dTQX5x/Oi+eUNo5FMIaxxgGNv2cEEo6077zUbBJQEVexepeZHEe7mFLV1tVFRoQerAb46d75IUQuwaLGFpU9FFbJxv3DYqggVW69ob0RSmVBuCDcPn+h7huv+41VlRUheuS8o6AFpPO7333Lhw9Xvv/NN/SQqMUQKK0LezOa3ZnxiUURtVkauTclh8BDNtGcqsodQ+1sdIILe8SQ2bRxL04CSOCRxN5Nq/ki1uBal8hWrRnfYTZP1aNqg3gqLZies8FaBWNFNUjdwOjb9Y68dtNCBu9hYP2TLKY8VbTbZ1WPsmI0vh01ARwRh4ZypiMHkc4aF0TtHqsoPQekd+jWwEuSeL9kX5TKfcSYKjyrNeUu0zCG2S/p9KkEZxmOoqVYzyCAsVw6rHxCQm1DdRHjE2+ddn9Ba0X3AnVHewOt/EUUr75Rz47hFHR+/fppluSIkEdJD1W61tP+OkqMR+QfDqM3ngnJ+gb9GPEbPWE5f+fYWG+COP3qGD2m9Ab4Efidv88+dXD5oIo255QakflIf2zxW0nOwlhG4GclLHtR60pr9Tji0+9GuepN9jPTiYG2Ee9TnTzkV4ZvHnfzsPBNXf24UjM+7wfijGhaJevDA6mYvSi3J1SUGvrUYBniP8uyIGLw+FJtPHXAra2AYqJIgYLqboi5AQ/2eM/23Tiy8520+6fAaJMO1YdR1v46NmjtBCw4/f9vPX55piCnrxPe/P+rAOW0Lk6/0b/ymrG5zmfjxcPhJZsYPHIRn0J1b1oV6EZs55UWY64Mavw2IhSfrB1l7e4fP5vhMc0GYuuVTiNGLBWkkegsAa6XzHUVrkvk+pDIa6ZLdnijf56XAJrXpkcRzYy1eoRsUe3WTWugKhTF5yKOSzCiigRUtVLZTbvB2jhKM3RDN9R5DIZZb35dL35tfWmYE1WZJbwmFomKG502FtbISHyRis96VO1WJQ4ObxTrSwg+BewMuDonr/UoY2CwPMFZHsZ3YMN5g/qbKD6cA12Cf45PI2OUAaPBNuYJZog0N4b1HtQjuoH1HjMMYH0C7cZZY6iAiu531OcLTNlvfJ58HXMiHBWhucCHNR02SmTyVp3C3Gm7pq3mFO2dvkvefCNHw3cYWL9Xw3jM/urZmM5ocxz1+QyOYGxSQMwI82Qcz6/06z9QUQMJNc9OdZ7L+P9fxqdvr+bRID6elskwKMcJnBrc49q9bWMfZzb/7y+cx3/qbYzjHdN7M2McWZlgZZicaE4R0rshorQdOKbmAdTodxx3b56MASmcWTlIQ6QjMiDxxxWyfgkMYMTp5Dl6tl9f8yPYng5mXMtzQKB/eSf+2uNX6SmcfjidBK5x/FUo81XzbPJwjEU8UGpn5z5nOdyYqbAD15zJMaO1O+GX8fH0rjxkw9hLEuOwESAYFcNOpPg1MuYccdywIOr1/9YMWkhFQzdSvL1RWuVKZ43Cx8eVyyKsa+DhYSGvmV1NO6CrnT+OUW7dShB13FwAbwanEChduDXYsdp+O8VtowZrC0e4kLmp9QeeW+G9RK4SJ+FdLd2hrZgOAdZgHMNwV+x6VvXpXqz5DmasDZ4JGZ+t0E6fw3FO8hes0QZwr1ZCGeyvCmgrk3CvdpxOAtccxrSfBQiWdYg6AkoDQV1BzL9HxeB8o8ndozndpnKO7xGM6I7hXATw5prNVegc6nKsH0Gi0ZdbgRz1cmG775YVtArtbuvWF7ZVFcLJ+Os02Uc52hfx2JR6zHS83ZjjznKgaWYZwTLK420DjDA+6TDN6u8bJuFNSWkGVW8N7PHLk7l0DzIwOx0f/BMQv7ZTRAd86HR6sOkYzs7Czs2eGRH61xZbT/8awc88QmU6m4Oz6HQizZ2SN7u/tjnz7OY9lCPzYdyigy/pMKTDu9nxiNhUuK2jQMwr9/vO3hupdRLq525rus5qZJhHMqleYDbnPZ/3PdSY1Oinu6x+7Q5DfzKQJ6DAPFb/fXfosUSZoAaztX9xC/7m41f0FPpxAyZ4+u1Nt2v+FpP8l/GOvXJsrxHGz9ecanu9K/dbo/WdmBXSiulKddP/xQyG1TGhxoSGQA2BgtWgM1bDoxXPKIL1FLTTt0IvG63eIQoSk2OIG1GF76+Zd9fMDz98gNiQpCyXB4gL9+b9CDXs8f+Ptn/blSRJskSxJWq+IzKrqi/D6QMSBPjA//8jPhE4ByDA4fSluioz9nY3FT6ILJEl5h4ZsRtnrCpju5ub6UVUbio3fWzg8eEpIIH3HSaB0OozXLRCWiMTMjJxdx7JCDAi4809T9U6sbDibGks3D3KNj+KNRnuHj4EP8PUEggRxH2npuFxkH3sDtIebqsiYfYKH8CRWgiTpzwFyj7JkoNz2zY8No/UtOxvRUw5taR14Jre9uASL5QJBRVTHrV67jujmQzwexcuY1LeW5bT2PCOVc+M4fhMxhEf3QE7Hfa4A79/w75HHsz5/i3ML1ndMmxYwfi2B4MklYbttoV3MbzCejoBM4jiEngXUcXFxltOgKaYUlZbRUjza1lkqCXmM6O+mafgFXrkAfI0celaWDc6FNHtWVIlhY57JG8FXLvMAqWBbw8GnWawUlCN68uoq7xW2rUtoZDKQvE8jtV7dw14WpWs8jEcrfvze2v6hu1nr45njBLzKDxrBNNU5hnzulq4+g5z4zqisO1//r7DTLx3DJdJajmHddCfZVlOBX02t2dAiUXJmY3wlR37zJ3wW82C4eula4D0ESHYEa5t5S8b/DNhI2cgJYwTWiJbfnR9OiS1dq3SNRWPQnsnUkMm2A3N7XS3Eb9a/QsPwXA/N871wG19AR2K3F4yKcgRtYC2hUCIE8kySgIMXQt/w87zg/G4R/19z9LYMNwM+HJb+LJv+NOXhV+/3vDll7cwoRzAOt6wceDcwcAeHiac84z/VlLFPgMZIt8gdwIHXUblOmqNBh2REo7cPCVtt864Ef6NMAfFDmnn/cqQRG9hH6VfJ/+mJgZmE6MQGelXWKy84C24z2Q6kRVLws3RU6NjT2T2lpy5ll3s7xwD8jQz53dP0xI6f8AbTrl6tetsDPRqtrRHOhF8wx87DgP6uGN/fItCdY8PVKkGhgJeNE9m5WsfwE/TVoGDmrRRABAEed/diq4oEFrdz+fJ+WoQU8hIo90327v8QCx5IkO09pxdAL2yQ6u9tlbTsfFVGMbUHokm8OYIPaBeh8oCl0l5N1Nvzcl0WGppzfr74JDefzTSycMPsE/H+31H9JU8OnNbWjUo68AKhh62/6TRHMKCY+0IRtkoIAjcZLzWShpobZEZF1iG9UbXnIh3feP71+fKXDTE2tmEnK1y/9RqRNi/HlO1lxLQrg8bgFuUEtgncGbd/NtbLsLCevuSYZkHfg8aD/se7XgHYGvh7fZLmFr2xvlxYj8+cH77GxYiSmAjmM5ffON/+8df8d++/IrDTmAB//H4hn/+9Vf8+usXvPvCI3MPft/hAD/yoPcTG37GohyIEtz35fjI0sdvdsOHb/x+nkDuFv6yblieFU0TWAsn9hmOaJxhd7TbwgOSDGMhEE4/0ozF7Ic4lhRmaSoymB2R+OdhGFp2xJgtSvl+uMeZCRuw3A3csSPHIMs3B7w3lU/cjqgw+0Du6jdduAtRvM8uWDtx033jfOS+wsKpz8quqLDRZnzI+9vveGTlz3V7y9O7vJiHnSf8fOBxfwfeP4CPD+xHHriTWbLUVqvuTA1y9Xm5uwdOM24W8m46oEacvpG9g1nULoNEMxiv17suJpbQjPM/Q6iGyseAPtXwerGL0xGhoMDbEVnJD991DjOjw7A3yit9vUw+OEDfkXDLEm5xbGVqPlwplhnZuzK7YQwocPFFiMIA+t7auXxkwMBJJzzhsowBeBcBLkrCOlIgSJ2p3AWa9U5sHXkC3TmQIIWs4Xyc8A389s1wPDaObXVExAkAjzPOqagQ96BFW3GwlVucXBj1Dz3MrG44kn9gb5xfsox4FuoLXPNChWNlQZYdO5NFXIkFbYUAjWpBUxfkEGH9o+tzIakXhCwfAbetBkCKabGyX1st8QKp0zNP+VjCxaqVCBVEFB/LxfdlwDpwnA5mGe40Iy2OZxmYCEKn5SPT5oOJ5pbRFvDIchIH8PVY+HLLJJBleDu+YO8DH/eFd4/Tw+6biVYRiXBunpTYjO4EUkjEYse20fDFVzBcsyqxcZrhkYj7ZQXDPvfGjQKWhcgAsMoaI1yjjv8tNe0sM7CMZ6TH+0fA1Fac7/wwVJIby0rDxbYtQr1cZlVp0usk5DBapZAy6pXMQF4RgWJI6+cuZOe4ViL2eZ4Riir4cbqnCai11cfO/Ac48HhEm+e9auDjkVUtH/eMKjphaaJqHiKall/vNp5f49lb8x2qcEk74m4dYclyFtLm6Ei0wRY0RjmB+nBhfrOhDr9ktF844BnO7CK48tLTw6iNMvqG5ga0P6HnioKBJteWg0VjTiE+Rdq2Da1Ji5ChIHCBTSXqyVQjvyhT4qxu9wMunzHHEqYunQNnyce8eNPVuvbYJ27Hwu12ww1vOFiCAxmO2uaTVIvIF4MvYfNY1Gy/zHzhM+Fu+RXPviYZkh4HCn5n2vxKPevy9HevT4SkWhF/fO9FDybEgSVSOVBHWJat8EzNrlY+21K3mtWknf6C1O726R0xcgujsd+yyBRtmxYRSVjhtMRHvnNEXH4UrNsZenaruXgKhV9vwJcV9Xs+zhPIXcbpB759LHzzYPYnkMf0ndgeiWffJOTxLfYgwcB4Fu023DwcvvcUGncP5/jDDB9ZDfNtvSEjNcsKUzZ4ODyTw1ha12D4ut5wIpJmQttdIGEeZnm0aEQJ7dxlMFfC1wL8iIxr8g9DhtJldVZY2caB2B0hBfYylqhG7cyZaLcTJZophkZtK0IZWZjufkYI6bFuQstiCyWB+oo+YWECOh/Y7+/Y9wfwEVFE5kwya+LUyPBiuXTKYhK13utDaPqeegXEOwbAsNaRdl2velPdr3aCaqO4FH8jHM3afHKhZ+JDPQcNAY+ImAC3R2XdtfJMZk9tvoVdrY/w1eBZlgKg5xowkTHwfio5PduMGslbgUP5vmj1ngoTEwyv8Ef+Tj+FAx3pY4R/c8jgM6LIoK0a8MA7lr45sSOSzRge33N3tKB8nBv21fD29gW3fcd6LOBxlrn5wx8guErQZkMr/SiexHzuLIBpXJ4tcl4jmHogDqTpl/xWFZxarP6otz3N10871u9fn66SGtoHOw3k8t1Znut2BPJJeGD8L7UYATz/8gDv+Us4S30B8CMdQnRcZZnpZfj42+8w+5aOzRAK97eW+NtDGz1vkbG63HF+u8PPSEiLeiKOX98Mv66Ftz/fsG8HvsGw/QO+PcrlnsGT3xFnGTycCVw3vD9CC/iTHWBl0rsg/plHSS5EyYgPAMjQ0HUciNPSHF/fvsAB/H4CyAiIdwSPvmHh7bjhy7Hw247Q0BNhKjIzvHs4ft/evtQO4Cu+xG57hZM6jiI9KjQ3zjcLLuRAOL6TkTHT8kb1JNeEGYGnRL1UeyReR5Xibv6XUR92pBPUAT+zDAbDdYPAWCr67XaElp9nMsA9tDTEmp33B/z+Afvtdxw7HcXmCFuWZDKTyXBzCK/6+ki8LV4tzD9+InwsZmrybiossfvZYGLUmdm1NXVHa+wyJrXg5PllwkQpvLJfvoSpA5sx8Kx01HiGu5cjxK6d4Ux19sMxJq9YMufNoJLtreutoHfjltcRNOdx8pxSdEfHXFRXNIOqu4VfyrFKK6hFCRiGqIuKDi2QPO3/lAixszYZEXDcVgmM8gJTKIIaee6OfA4jDio6cLeFr3/5gnV/x/3f/y2jDGPtPXdfK3fpXrvTE4cBWIZ9euVV7P0Iq/vxC8pT16hR/1Lwhp8Raeq+lFIvWKJyGIiXSAH5swIB+GyV1D+4yllUuJxa7Vjr1tLo+nXULVgt/qAdvoyW4Qj7+EYUKDMgyIpx8vnmRtj5zMInkeMESxsn1zIDbhYhqtuCgdoZZzg4kKeHxTbvYwWJnturhMNjI8w8JDpHxvTHdXrG7q9wgN/RJxRUXRqPsNHKcsgtQpz4RVNc+APcNipcJbXER75zWOutK2uyVOo+mPmbsM0IJCLWtmQGXINaExIZmePKDPFYxQ1uxK3p2JW1urQnhgyuU5rIrBQIQRlk1EmWoi4GyXcdedpa/FfZsapnNL31xESbG2YNHTOaKIvixthANWm+VyYjEq6Y4kT4XBId0E+zSa6NaLI0xXChYBDq79GQY6T93erx1ho1ifeie17m1MLxlRks8LhZVHZTgxF//WWXwHmY3ujRGGGQBmhGmxH3X420xsfWEy65I/I0fV2zG8iL7AqLxJfTgfs2nMcKxQbBAzRjvt5tWZbjF6LSUet3u+CRylPXm7jezJ2e+N+qh7YkPKHpH1yf9CksYTAXpKEEPE8w1DHVjdzixuljQzA4AD+bULCKmahTrXcXyTxqq5sVBx3wFbsRc8A+HgESA3bavu2DxLCB44awyXfVwtv6Arjj37498GaOt+X4p19vuOV5tvdz4YGFu0Ui122d+LY9w8wOxGZy4b7jjIK/5/iPFTWPzAx++4qPfeL3fdaxie9+4oYb3qwyKfD1AE5bOHHDY2eIK1IQnh5ljEXDNhg+/A6442AJB1uRnOfAfW987DAZvaXgVIJLN2l8zmXbEna8ESe8bSIY4nxn82jPLSKtQP/ljvpOvlgPPkXR3ukIXzm+3Gm6Z+2kZD4WaHk+HiVEPEtQbPFW+9tb4ovl2gqnS4lruY1JFxRO9yxT3SGFhWeCa81ok0R4fyesDFm3Kxn5Oqrbrh7stQsebV+6AHYI+gwXhmcYcJV+poLlUZ1TxGfU2ZGwUURAQbSJjKxKRSB378FT52A8B+QlPXIuVaE2GCoPq4eJY3ixzjBy2wjhETHu3c1G22nBYsZ8jrgZofLsxPHeDljtTEGetBgIEPPYe0fxx5x/SeUEgEFs/NiY5VbQgh2hHD7ukSv0P94Nb/uBX8zCb7VPfP3liLpcN8P7xx2P88SXL78mr9p4PB7YvnH3B4AVRT8znN3OHXRQyixyV9aC0qm5UEUg8CRNoBUxmWf+EEWNxffxg+sTQsGKAOP/OUBP+7XZUKRE5+l/c8GHbdGfNa5WRqh1SYx0IuiTdkS751Qi0OIrnmf8dL6EtQy3ZXg7gjV+2zvNIIZ3LDwso3ds4bHDjr8sI3VoTYkgM7zvOHt5m+N2RHTRYQfuR/COxw4Ue1tZRCsXeiMzdY2IGvZ92kZj9KuI/JbTcVhmMzvewJBaw7uzQulKOFuZfTZbFLPQSmHtnjkdub6UoVUKo0i/T0lbtlDFyAr2sQ0vK3KuGe/EbqbYSDCYdNpX2Lo7bMe5F0eWydx+Yp+P9lUlYzxzvTwZR2trLcaCf0QUTITZlw5VeEchqGaFZpAuAiQEkG8tT0EFJokVVzyUVy9dVr9UeBKPqUzSDFe+QiNjSCYpQq1s77IDDM7mtH6BNdjYtYuqq+8wSYwx+52sJheZf/OwOWdY07PVP/k91ud6EM61NpH7rvyXnmiRcMGg8CnfX2tV33W0qHW7IiWSqaI+64aozDE7fH/mB077JaoQ7xO/LsNxLNzWwuMIZfORitCRC2gwHLdbbXgPOG7mOLCxnet1QZCLIB0oo8PnfaOC1zTUjzmeEPI716fPaCZjHetbxuQcgiHDz6iHcnDcuvEbhUOvlA3M9GLgPZ9S5S7INJ1X0S63dipAuBV3YIXJ5u1YuB0H9t749h45C8daeM9omLVusQNIAjg8AFdMPM9QePeMwLGFLxZnExxYcS/LWixbeIuwhXTCdq7BkczXM6Szzp3N1GJPjaiVuYUTUVnxTxYC4Yut2Bl4RhSZwVcIVjIWkhdXNGrwWNotd/2SteGwD4KPb0VlWta9wQ4GzqMAAfoUJDO3Nih5gLlLpJRZlMRIwcDwzFuO7bZCO48Da86sXR/afsV/U8A6SMXJ2Fl7aZUgMWWERA/ey7aUSRROwwYe+uZuw1DnKXho7zFtg0bksE0XBakw25hTkxhs9hSwp5osBaOjd0qeUiHezUCD1Klg6IKMzrlwvrhcOc+s/gkxhYqhECha4udsvzixlYIVeLz7OSp7EBPzhRHD6wkuBoi5fIjfXN/P+1i9Xtzh2FoVQlvGSu4unUEtIhRyXVnJ9bEi23+vX3H3d5wbWTcsFMuHH3Hs67kzjzL5zhHnsGNH4c/D4rTGyLtZkYyY+EAli9GDxTFpwmtGJ2vRArjWwYUPkuf9xPWJQ3ay6t+KQbsHQy0pxAEYapd3tWUtxNY9oJ4CIEO2YiFoBkDNdq04RH1v1FGLTYAiCswmbpOWU81i8TEiGsxgx4pdAhC26AWs24HjyxesL1/wN5pNHruyjD3LSrxnBjTWwrYbHggNXQVYpNtvvCMijZCxy+F0tjRvsSR21myH417h3VFsyz12qp6hqH7Llb/Twl/FdgG7wVYcF/qeDPh2hAQiaGM9mx88zjtYndVyq373cIqf7AvBhBciu/jNI776236Pw+7NwKTRcGY7HjixGd2f/NMN+MCu4y2j3hJPOkMJDE/4nY8H9v2O+3kHfONPduauw3F8iVPu/iODBVYiIIubKUace+P+sSMaZBlw0kHsGSECOIEEz0N6Yt7BTMiuiW4L61jtKxDCNbQzleq9ScYsSaIdsarFJeFj14Ol5a5bmL7csR/hP7GDsiVwOeZUsUdlUhnsgNs/dbZX6Qiutapzl4vM6uB4kRVEr3wnG3zsEratzZOR25y/NXMrfv1Cali+u8/mBUx7ZxVcRiuZhZbeJqQWMosSQHhJCboyDVqUrXDg4xEl6dftK/aXr8B64H7e8esvX/Hf/+VP+PY48PFw/H/+x78BnrvSXDOuty1keD1ghwO5WziSeUwraGMxd0Ud9ZXzBafl1Vc0kut7YhL/D67PFcSz/jg0DPZX4lp6Vy7EF4bp50lNqXcET0ZfdSMB3ttubd+uKIRrb+7Ig1/S7LMMfrth395wHm/42LEVbJwMQDvShm5Rwjl8Cl1CwpB5RAY4su2QTKB++yYmFWT8dTuC2U5oup5ClEDP6ille7S07W6LGoxIxtTlDNq5S0czc0yQn2mqUpkMkGY9p08hZOXY8szlSNWs2iRSH5fv8I7AiByEnb6UQOR2gnpmhIYDuUJDCaU0L7FcwXC8ctzCEKnhKl2Y/At5knddngzYTMQMdJcD5hHKRe04RrsJc1/CDJ+f6fARfU/n08IMJoyY2f1QBlQg//7VaFAzJxQvVpxXlNr3CnSEvz117E8fpAVHRYaNn8ZLr0aAoTln57Nfl5yJtldfRPSLXi4fHBkGvuNsl6DOoN/b7cCf//QVx/3A+nDZJcuYsu9QAtM3UyEbRypCgKgYNUbLuwSpgHpMK+DhYx69m/u566eFwuL5qJaalUlm3UITjDiZuRhVB2XvPGdVNIacNLxC4GHGXYjnSWGr7JuGsIGXINcx1uK15swKoHH+actd33Eohi3Al+Hj6xf47cDj7cC32xc81g3f/AH4xpHhjQ8zvL29ZckexzdmCgcI8GYexlcz3Hf6DDIcNIrWHYCfwPnAr7ZwS3v5B4B7xxgBK/0RoAZjwJGRTRt43xGK+vXLG26ZGbktQl2/pb3gAHB4ZvKecRrsLXcB2+P8BSWFIzWr+35gw3GDZVJteI8Z0x8mMaMKh5uVu6LyFt3Dvc/5xX4pznA+98bpj4zmQoQcUyDsDT/zlAcPZ+tKx8bKZ+7nGVtvA87H73g8zrDtl9AIh79u/wHEEYprwfOUNYb3weKeZ92fsoKuiMzyxHnCKRuLUt17SzioojNpoCNPnPaHaiV3jMbdcO4uWOiPW/7EZ9biz8DunF/uvLOu0j7IdFBhs+eW0FNP00P5ZGRWo5iSHFIjmrQKTOFnAFok9/yBqon0PQFBgG8vkJXAq+e8+8sIOyaMcQe1LDLiz6xqy6zqWbJDE+5EaG+ZZ0kLsbcVE0627Bal/M87bg/HF1/48uUr/vznP+P/+t//G/76tzvefvvAG4APD2fykbkrj48P2DqiuOdbRECu/Z79vxWIDVY8pjEpxmeeUViGyNUi7eR04ohhCqBQZHbC+rVIfb4+VSWV0QdYEeGwM8JmEGEBXeVwajUmTJmfLupb3TMKAHUyAz21JDgzAVqPNcwIHjZRE6eTaBMHgoHdM1P6sIU/f/0VbnG0/dfDYNtxPI5EWsN7nmTFqI43AJDoi73C9n87vezYR07qkQfW+1p4R/gYmAV82K1ixU8aGC0W+ISV05hjd4sDb6J0xVGMizkDYUShIEdp3DRhGdtBOMDNHSsdZ7Y38LjDVtRnsRWM61hvFWWGNKet1eu5s5zHtiRMM2y/AzCcnv0uw3Gm4OfYLMN+k1EeFkQUkUyZxZe5L+aOX27ArzfgP749ohSBKh8lmXL9SfMs4kb8UzurIZjukff3iTjIJ0ylHbop2mYy5qncXDVsMh+x9ZaK185NT8ZtVAuutWqGucAQETcSYMwkRHbijtSFSjWyCw3NsvZN1zCLtaMJgj17M+imbfoyPGjAWmix39aQrc3DJVys1kP5gB6EQ39E9evAFia4UkjcwiEX+Tu1s5WmSylEOfHVvF3j4I6cPMS0L4ifx2C3L4AZvtmJvz8c//qfv2Hhhq9vN/zzP/4Zv317x99+e88xGG63t6Rdx9stFLd74vXHPgEP+9dKHw59CGDNMTnvwnPdLpgS4+SqsQhj7SDxU9cnfAr5z+agxNH7ouDSFekKGfVJ0T7qnRSCpog0pq6OKvbTUcejXPf2KrNwOzhV0XYsNO84ICZs5X96+4JvHhmhX9ct09Mj4WsDeE8CtHXgLQNe/ch8BkS5CgfNm1a5ByGgPsqR/AH6//qYTTKU7Y+UCSEQNjRqCABCiz1PL2FHeRdCIYiYeRQhFOgToOs3PBvw0FJtb+z9wNonbJ/At9+BtWHLcXxZWMeBtxU5H3QEx9iPcpSvMw+zWRxLBMnHtjsznxewuHMBgugs/BcVBJOEbkcicySGAB4mpy8G/OUG/Md54nz0QSKmgACywkkzw8IZxWdCNgWf7zirY6LvRWvxZsaKUyS8+biB3l7ybBv4HKYx5lcodSsjRMKq6chSMOxkGNY7ZymwV7CR9DTuMp6u4ocUQmQ/Ph8pzsq+RFj4FJPx6LOWyj1U50/ofeUJ/CmVpMHcQjldK/xZK9t6pGbEMRlEkAzt9aJsFoEpl3I4zgrLrR3cMuC4wZfhHXf8/QH823/+jn/605/x5e2Gf/rLnwAY/v7bvYTpcUsfpW/cbqE0/WmfuD8c8AfMD+FwIfwL4K2LiVAgAMdsCl4acfWT8gDAp5PXkuI2UqM4kotdYJlXLW4pP94nBJkXYZKg1e5XUSRLzlQFHWCrAcN/vYnX1opttXs5p/f9URi2FpllYpJvPH7/Hf7xjv98f8f+5Vfsr19x918Ay4QVamTU4NfC9ohNf/QygJUNbK2KFlmJbCEgDO4Lx3FDnBebAiNNQA7DestMZBju+6hwPB5W7g9P7c5x3IAVdXULBvQRfAMjdYL5mx95zkGaFM732Bn89i3qBN0fOD0PmDnfsd4Wjq8Lx/qChRuwbiGkbOHX2xsMhvvjgQ8Pc9Qvx1uvyRmi8MsRsYwPOPapp5gFuqzM8jwdcFs43mLtHixmZoE/x+3AsQ1fH3f8aRn+cgPweGDfI0OEIdus3eTb89zaZ+2UzCLD+eOXDZx3z0CvMHmVcoJSdnvghXrEX+JgH9SulHjRf5BDAM2tPFF34yzFCFVKJNto8qgjZ63aQZef4L8GmB2lLbBsA+siBY+Lzo63VbhDyaa7myUmGQdyt3nA87Biy1PWeJDUMD9lG6rMFVAs1hbwyNXgKq0UMLSPu5rgCLNo4txRy4y8ZQnjb8aYfED6J5wC1tSvudfhoOU/eC2Cw3H6AvaBv9sb/NsD9q9/x7k3/vGXL/jLr284zwf+/c3xcW6c2/F2ewPgGRIccP/TlxvuAH57PGDHl2h/xz4/jujNdU5TdAC/TZ0Fa1krp8i1Pq1iWFx+cH0uTwGBWJP5i2rWetmQ/nWJnVTfHOn/0trLKVgyUULBXnUjCDmG5zrCEiyGBT+jUN7dPuB5JkLYRw7sZPAG9HnGieQnQpsnmpoByzvy4UybXpxYxmDvEAxkBAusL5qEZ60vcKG5yC18+3vAIpirZ5alIVLpa1UYWLO7xMQ+H2Eq+XiPc4nPPOAyCcz2hp8GOCM3MmscTaxt20U5tqlfhQiLOa18pnKbPGBCpCXsbBl8n6ICQJSGDFY7N76976iBtR3mrXsPk8fAjOTalDSFfI2Pxbj1EJeEc7OghOjYi/sUPMnsX2tnFE4orNE8gR5qq3crmksH4sURXNP02YB+Ij+rO61O+figDctXUdbmTEhnNhLiOLcJIaD9CyIr3McyDatASdopVDmDmDEDHgKOHaTxvGO5XoQCza2DlzhqTVfdkMbywe2ODzesB/DXbxv/9P7A12PhH375iq9fbvj69Yb77x9ZQ4z0mnDIBM63A5GwuncW9ey157y3sMjeffJem+JZTqicNPC2iL2Awavr5x3NKaU6YpkjTqnO+4xjc42AIJuY2oOZpfkjbvRx9HzNyoziE3MKQUuWeD6nC0fJGpRe77RTnIdgZsjmdnzbJ/z+G7B+B96+wI433H75BbYOrHXg65e0nRrwDRanoC2eVmb4ug68mQEfD5wIhDnPdJB9/TVK7Z552AKAt3VklVPgS0Yg/G2fWZGYWYgpNLIeEpnWea5UcMKOyjj+m0fSzPntG/Z5Yj/uFap2vn8L23yeUx2AW6GUHqsNkscKM9bHif2nr1jmsHOnxmj4dn+gC3QhfCvnPeZ5HLhb1Gby/cCBqAwb2bELjzOKkT08orAWFm6WzMeAvbzgtADc1gHghJnjeFv46/s3/M//+IZMXI/SxIzgknBMIgJNjF7buBDBZi3QCmkscVmEXey2bnjsByqGvIjMyyQQgivjIg2omtVE+eRmmi0b7Ehs81nNFhZ+FnfH7TiqHy16h5DTzasOVXh0rlCqTZjwwaDLvTknkwZRikuVwQbKX4FzFw37kQL/3HT1FzW37u2wKgXtJdXKcQqhzUrKINBy3DW2VDJKxq1+tiwXpTOXQAorAjmNF9yPVOTsYHuZvQ0JZ4d3pN2KtXA4fjsN74+N334H/nw7ccMD//JPX7Hh+Of3X/DtfuJ+xq7ZDg9/5LohA6vxZw/e8x/vJ97PjRNfasw0x0VVHku3T+Cpo9TjXKy0vgzu3wLkZ50Kn6qSOhg2EJIutVPY1MFDOqVWrXXVhw0sFoJbOu8fajGHJpEzDhusjXulp5g10oppqiMWdmk1rFwYQI5+6uQiB86PO2Ab+7FxtxV10/O84shPWFFhdB1hcjgO7HXgYYbF5L21cNAWnCV3eXoSYDhXlLZzP3FLeNxwVHTOkYzrPNMJfEcIMwfwAE5/AH5i73vE3j9O3HeUPoionKxrT+Ce9wot7ezZ0LZZs91zbbAzZPc8sdeJr7cMebZMkPWI2T4SUQs5rzZ4BEJHNMYuAcrigW6Om0Vuw5kHkzjCX2HpF7IdPPaBBz7OjfeH50Fp7cAMVCBTWU0uyVAWk71ygZPcQIfoSDrLP8GwI/mJ1yqGRS0VINLRfBSOX6RSs5p7pxZYPjnLHAafCju9oaGAGNXi4pXGYARN0CKtqFZ4JtsozbE1+qI1atiJf6yUAjRcVzVKzVogyGptCPt++AmsNWrBh83kQ0slUATCWB8x0+gVS9dO8bH7q7VOMyDXUWx/Ve4/225fwppwS3zhiqwMrjk5b1ecj/PJH3vh33+L0u3/7R//A2+3A//bv/x3/O3dcfrveD8/8LYO/PLlDRRi7+cG/IQ9NtY2HL7wwA3LV2ZOM9QZJSSOtGTwGIuKS8kHaQLcFut22HHZ2f7x9UlHc6/vtSYLt1/PufDXwYgYo8Sjh0zC+5o4Lq/pDkSacn2PRlZSUm7/I/adz4tIFUKiE88dcYgGNvze5zvjsBIK5zpaKBwLeLvhPA54hpv6ynpP7OS8w7aFeSnLXGwE095+4kRozWsdqeltLMtifI8oBx3M5QHbDrsDvj9CIKQAwD00bGfFUAKwDNJh7GJSnwAWpZKQiaQGs88Nz+NPyRq5VNs8I0DQTF40YdWJ9954uONLZ1yFlgrgS/b38GYKto4QpJlotrfj7ifu58b9lFU39um15NpvrbQayfnf0Kq8QNX2/gTL3unoNWlZ0FMY/9DWSK0lU1IBcaRt37IOkIlUiA9WMELSCbJCqHdJEVtZGiTwZTIrSB6PDlrogyTgnBXxhHAN2FZNJojyZyLcqGmn6SYqGqyCfTuts721EgxcKe4u+jS+kKGSH8IhEsAppFjLaK4lb+zB7J2CWa4sDN9jI2goSNAwbCsD+wt/XRyNtfC3bw/4eeKvv/0N//QPf8F//8f/hj//29/x7eOBj2+/Yd1Wlle3Nuf6iXU+sE7D8gO2zoRIKiWpcBt3qfk/BuVx3ACyXfo2vcrTRHLhzwmGn/cpZLghr0CUQKoIWaRzLS2lFjZ6r+cDCGV35uCRjjlr4Hcn8YfuksggTbs5nymNRrSKjDiKXwKQZcLJmjEOJIPv+VBmWBJBOWdIUQ48GEcPGW85NMsqFL+tJYXSWjAZwjTkZqFyJyP4wJHFzIBA5l3mOvcVIZ97w5h/sFfWQEsLanDkoPCRjspyCGEf3Zn9q4yT6F+nUC2aK1acynaGDd9xj9G/3XCDIZOwsQF8+BkRWMcBhscflYeQ0UOINfccB87c9SA53rFQZ0EIwr1ZlGn+z799pBM75kptteywVAjS7AYaMpSYc75kYjuzjiHaZdC8QCjxPLst0K51gGWRI+ZMGK1IiC1tlRbrQfQsPxH9qbc45rL3o3j43u14pFmGp+4pyd/y9LGHSXVg7jBTokQC4i48jozudsrGOJxvx7974ziSqaHl2JkHRLnAl+eGR8h2zFndub4Qv6Up6fGIgnElCCydxpn06SeDVJqJs8VhVuPlXotWMzBcchP4qNdzLgvMk9oeidA0cbb49LQ2Ghy/4K/7Db/dT/zv//aOb/sDv/x6x7/8y3/HX/7hn/D/+n//H/jtfse3f/0b/vHXr/hyHPiyo7zOHY718Q47gX3sKKl9rApXxmqfmp+J9VrskGO58H3PHUNEDL6A0Yvrk1VSRZGx+pOdoyTSkNiqogwp3XokW9IJqkeizEayWC6tVDeIRQ1losT9BVCvpOWLe9SO6usWek+GmQiDTUlMmkvkY9x/Oh21iiO1apAnwuE4WqInMe4ykLLwXAbHOttPn0wpf21GafOYTIsaT8KYsCO4ntWtlX6Jhf3ljP7Qwj1ejJBanReVUWosMHE3kUFWf4yIoZYWTOJwRuJbmsHOcC5TmxvrR+G9xy2Z2NPjQ0JctKgSCMmcG40ZERKwme1lY5bwcdWP81E1h4KCwXEVQMDTqC9XYqLJOljqlyU8LvPkhBLGLQOtdi0DTNpmYss8+0QEpl/nyW45N13571FhxtJkWzPi9xk+igNN86+vYYai3kAK8Lo1rsrBuaxj8wDeTeQwIHYMwN++AV+/PPAff/8dX798xdvbgX/8h3/At99/x++//R3v7ydO21h24LyfwN5Y54l1Go7FfARvyBfaWCrbGaBwJdc0xynb26I8/cz1ieQ19GIIMo/tFB9J6YTFE7kiPnc4q/K58ddQpiRjyWJDbuk8JeRc/NilpD1SUpyZHeosu2vprPZewClYFcCKjR5MPjNHb8ymJlCKobTNGsiYd0RlT4q8wG3ezy7OGIh3q0lQXea4zWGpIdFZ544om1Bo2od7CExtKXGzvxcyIIV2dZexxI+PqDv05U+/wPaBtcNcFjkLUcri4DAtBZkt+Aqzy7IFHGEvNd94T4YUmdHRBxOS7YycCXPHm92w0457nh/Yj482w1yIQZUTfi92tPuI1FIqHMmAAjYuDdi23o0cq5nnyjDWM3eusEwQujAcAFV/4sIsC9BCNrGyHYlVTxWeW4/BW0tO6Yz2hwUN+LnjfA2gd8PFTT2FaoxhZQn5yXQvg85yKkwU426dL5Rd3kXn088yn3ovEaaGZRAFSf5uB3eZrfhxHmSTgK0VZlMK7DKyN3U9jTfXrgR/rYVlBnzQ6nleGGrxvtgd1fG/HhGEhgP/9jsDE/5/+L/9X/4Zf/n1V/w//x//d/zPf/0r/vf/48Rf//p3+PnAL2+3CKp4PLAeJ97c8BURwHLPnU7Qels/To/jCYw5U0DsGtyDx66gKyphe1+DL/74+oRQINJYSU4IQJXYrthQyOATa8y4ABlDjCwUl4hb7+OqjHX71HJ9n5durf6j01LHU10QdwxjbEoVOx3bdqw888gKoYNO6X46a9xGRyE5b3aS4qMWNIgssmZpgTNYZlV72x5lXG3/lPE6uu+sMU+j0SbcLaIX3KedlkXBzJPnOsVGlhA4N96OhT/bEec8JPPexrgox7YzI4ksA0vINGLu33Y6uN3xBtbHB3AkkZ9BzCvXyhAlTvw8gXPj8fEN/vgYu40O6SRsMBbVZILm6fu6alYU1oIxi2aCajUqtLrfWnoQRtk3d0OAgecWHOLbcnQkHWClaDRDaq46mW5AJVEOyHkw/r7rTqHua1QYZ7AQSYolKks+pFKRJjsvnG34xA4wHPubxeYEJdvMZ1k8DrAjT/FDniniO91V7cwfdHfZQZWak7RajJ5TcqTpOe9lyCdLPBRKzMnknEUAcn3rc+ZAbR9Kpo7ZEGbDqCCb+nyaIlm76mO/4e93x//8DVi3D/x+3/iXfz5ws41//uUX/I+//oaP9423M3IsHgDcjlSSUuGykvfRnyctr1vcOzp4xhAmvZWJtHRRRZ2yo6oF/Mz1CfMR2fJ3miaSgWFjKTYc0/RSCOSJ6Ol0RSPXiDuv9gvzW6KLduciVTtFXg4ZtNYECjE06S4JbjJvAWQy1eZ1jaDlH3FhDoV4HKQVQ3n+JQVI6SkYwRtmSFPQ1KOKFMv+0+2xtronPDifsrFfwUumRfnCe1hRSmMbbokCDmDRgQnUnI+sj3Vs0FId4Ypw3PeJm4eCeNQ5D0JQIvaP1OgfGTnle2Ofd/h5TzNVw5DvzAQ1r7U3PmdAhCB3ns3Y/eefVWCWPBF+SuFatbyGucJ7XNRWl9JCQ3S8AxQie+EghbbYzgtZ8tlNB6oVU21lTZFHcMYpnjp9rZO7WsGg2UKdvF5C0Eefcx6Nr9TGzen8tH6P1xDQ+XCvWIwvzWAjK9pE6UALgEgYzfI7gx7mQg8lomhcaC+FcsFhCe9ARzQyBN4TXyoZ1YHtB95P4G/vwJffT2zf+Muf3rH3ia9H+HvOM3B8m2dGfwSp8Kx5mFXghy3pi7v5wWcYtEBcELDaxLofXZ8TCtrTE3J3LkH57Rhu1pxZXvFiMHufxYw1258E5oJIo9erElC2v/bQEwl5iEt8yb9e7l/sM8eQjI06Adk4S+eGZrCx/Y61jtb8ENoFEUgdi8P2xsqfB99LgekIZzgQzEQ0RdpYeSiBe2e9mjW7NzLm2Do1s8i1C3iyitmsb5NTK9CszCQ//YGHOz4eJ/w//wNvX77i9uVrQNkXbL3hgciTWOcqRxz7ZfSVbcebGW6IiKs4UtmxHwasheP2hn1uvD/u4cA24Mvthvvjgfdv7/DHI0NmU9BnslJjBAVrzs5MauQkPBBr1/pevpF+Cl8krRRqwvc62m6SF1GzQjmdTKPvG+J4Vqa7F+vOuPKNE3bE7slz78XzPYjRjPoscyKz7M+zdwsGGIu55VjCpJS+LZNDZ/CaLIvyDFCG26G+iYcw+McjC/q1skVfRqGBAff7R9MADwd6nMX4yjIQwfiI80y4PisVrn2hKc4jQ5yPA+cZZ4us1fk2rCS8T9ldlTYQhGcA1hF4WqlLlpyhFAbxh/jGyRwUW0hDaAJhh96xogDJ7x+G/+/fD/zbu+Nf//5XHOeJ2/2Bd1vwtxv+/eNbtHEcWLevcSrk7QuQdLMyUOP++EAVcMRVGKXPDVbmBoPX8aXUfy/s8rvX50JSa+K40kZjRWmPNp/Xd8ZW0WuNTJqpdy+c/zqxUKya+ZcWQMysd6SDkpxNTKU/u+ZAcNj5Im2YzqFR+6AGBYoiCd3jHTG70badTIHEU95Z3d5eNTmXOSpoc+vKEZUiUVpoALm1rZI0U9grvGu9UkCcG8emgAmTQpw5NxOUDtUEnK5isuTu1rCl4m3DRqM3qVwsF+GYPz4rC1bwIs2rM/CJsaumVTsQL7eT1zMZOVfCxYZAbbmkrFZxD+hdbIIFMhmZh8/Xn5aC75re9dFECx7LFU/66DMhuCLditX9uRNn2GiLXmGq5PNYmW3tal0Tgu5lAWSnoWOu8Zm8IMJr7GResB/vYSUAksSandeKFK11i72XjmenP917PoVbzWNaILQwpalvO3B/pN5xbtwc+OILvr7A3w6QKh0Lvm6A3RDH367uN0cv3CauzA+L+Yc518Rv2zsE8bP8xPVpoTCQcRCX3roAKgeYLSUidUx7ywAhNMSCFlZYaHLV9hhBb+UUISBd1tMrg9iaOgF4RRrsqrnTRM25qNllaQZl2T0txiyEIWhexfkqQ04Qfy7aheEDuTWlpiuCrt6N2P+96cOjDRtlZ9WEqGCq0QQDN+Od3UNbPDgnROY+PctKZCXK5biBBgkgztvOrEtYJPTm8ZeA4Y6NE45bFPjFsTyK51k61WAZfhgxV3EwOnB7APuMncGDuQJayyVD7YqxOSQcWmF5CF0QLxNW3rjIsOLaBdI048pOEz8UXw2gYyZwubPo1y1MBua9YyWzs8WsYc/4fhGSQBVLZB5CrTkSDvDchbRQV8EW/rBb4fh5Rr+lg0CYoCfbLuT1inCuxFhkPkRq4WVKcsErYrVER5W8NpoVdR0sEhizsgAT8VqJaL8LM4mJmXCrsFxYwjFxbmexQeP6uI3ENobkBi/dWY4ifV6y9mO3L/wun7pwaxR9b+zYDQP4OAy3tfDLesPb2xvs5ji+/BmPMxJkWexm4xaj8jpJnI4/KXrIxaKqBXhWVz2wsCwO6Iprd1LuT1w/72iuPAQX8a0SmFdVCpHf5rdo5jrEZKzEzkSw2orbsyW86bvHQTPcVXD4i751S1iKjzWj7xhoJmtZRVCN3ckVG5y0akmv4pwrTi2RA2QmJBOJqmRdfGUSGI+nlrN240luMU9kNMaGECrnH6KgR52GCoLfWgiy3/OR5yHsE+ct1maLqOS7TKAJ22zMebFOtmHUivIdOw5WU41knXAM3zdtu0izG4C3RHszPBIXM1Uj6iIJQ6jFp/KUDC+YZTMjqpilY3krMbSNIyvZFjvObiISJHeXltE8Unui1mwzR0D0VknWHNsgCqi2XSWL7ewSjeTrkU6n+djIwjOXoHFBaaTGZFaC3LzNuc2NGmdjOl7nGEx/Qe/GvQbUYzPBEQ4g8JUDZM6EKFAma1ptZY5T/m614LkeqajdFgp3S95VhYUM90Y4by3rk/WUsijnYEBWAhWg4F0RNu1NWUYhBQC+cD4cv/nGzbhuUfEYaYoOuvUS5jzl0ggWvmcofHRn0VCrBwO2Z+oNhhajP74+dZ4CMGRBXi7YZ0/vjef0m27bL1K2ECFnr7hGNnV1nRRhylhHm2gk7h+9talqlaLCZz9lFnsFDxE48m89oRmkF1Jk4TyYPqPTt5pfTyeZqghWIoWGWFaJ6xfYEI97tdXr2qLAZe7uYaM8z12JStFP54/4WJKYS9Wx91Xr6cmcTRzOuh0vIYQWVouMAd5Km0Q4s+vi8S8Wf0J/rsMQ68SlCnlswWAc78U4H7sIG/hca8HOXUYgfocWCF7456LZVJgl2hBHRs+Z1Bh7ErI773a4a6tnXsW6A9W+yffoTGBlHfIbhnSNBJv92/hAwdoOUQcd5XNdVtFOjDeGa3jJ4uzpQ8FmAdgSdRdMl4KHMs9GbsIEi9UaU/howhvMKqEv8F6En0RvRC3K2CGr4sGduiOVSM7zgrcaBLBW7J6V9ykxq6DgruNnrp8WCufjkYhcKJijTILW/SeJg19lASsdWwrhcap7HGjSV5fBUE0EY2Gi7TNZGsNPNUKk4j0rLnsVmPK4TEASx5AFsSzCwTa3czl+NQHoWGvMZHaU6Ly/xzt0ZjmJvBYyzFNd6lfhy1tEdxRCuTvO/YiWE/FU45/ynJh7+WpTuFFwPk6Hvd+BfeIf3r7A7MADCyciI5N25fNE1Hy6Ldx4+FtWWA2bdED+NM/T3aK890aYnIhSIWgWcLtFeGM6Xj3PGF4sckUnZNUniPVuxjGFttWk2hwHzpvESz99rQngZ2YWCx5WFArOcJwnc0npMTGDBGsCcBkfiR1u2EaTQGcsIxlSYk1qwUDliHtnDlMhCaaUJrWCQAc3MCpo+Kx01KUAFJSiN8dIZBuKG9eQDEzb1Ii/nEXtYtPHRgquvYa3olYgZBj7eRlw0gTxxNMEeW5E7tTtyNP8UMwyYjKO/L5nOKrulogPsKhUsHfnqWyaoeYOzgw4+FbWT/G30Ny5owiaMAR6eS2zrbYUuOCLJU6ePPNXFKkeqwgJw0TFH1yfO09BTR4yyOs4OIFm8FaaBxkPF6TecKALuqhslIaTwT1PUJ1POj6r3yZix3NX5kzgsewGt/p0VvY8pzDqwnI6HU8+0GOnpnZhFT1d721j/YbrwyIeVECLCY0OZ+WJPhjQhYItmAPJ+KJwVn4UMuTuPDfu5wlbJ+7HGSfIoW3fBSlZa0Nq+7kOhQMgbBsHSPiecAvbUDofaGX2nvMLEE3ocTjeTKW4fxFha+FGxj0Y+wX46Db79ylhgxHI7RpSrxVxc4gH46o6WvuGPvE8kGqHSJwmrN3mm2KoaHzX7V0zbxmZvMRci8IV0njR7GucnffsArfLxPlb0km1f+mHsrpeu+aP5APuyHPYES4eE7lkfCwQ3JhBX/dkFy2ag+UYJ/+YuMAdmMEqnFYxpSyDAqjJG8KMdaGG+CVDncUqKkyhWpOBoWDxM9cnD9nRTuVW0m2tS0rbxcIOTwNmQtgWmiNC0IeQc8ojJLHkd2lSJEAxxMKgIi4UkkWb/G31QvIQkXRkRv5EzOPcLIs8RE5dxcQdYJjhkJT8fV23vVoygYjimF1MBq7zVgSiI6KS3dzC/rIkIkQkUO+ypllqJPL4hLetGxwnHufG7487YMC9QvJ4djPa/AcXmFnV+PG3PG/YMw8BnhGyBmq7Y30z7tF9wbQ0tgg6o1njBa8sgQNDlb4mvhQXNrYUX9MR6h5GrOY7/SxAjVIEMvuQvoMB2RhLK3JXAU6YtSml4uH5RjFKGtesdnflhO0Xou9lFS4N5znrq3eijIePF8A/jF4ibCmonZzNm56U67Q5o7h50wEFJpPpUo4xaLgEEFCmFxcTggNVE6hLlQt8JU+BJlQHWIag5EsnQiYsDZWITh2+dzHsIlZm77PWlbt9ebnWNvCpq7+WRUDXPIBYbxHOjgp2bZOSWTuQ946S+RBBDypYgmTc+fyfLxTUKfmC9sqMxCd6qHS+ORpZmFlr8GTIrX2HJBetjmFXeUezhJX3tnSaC63jVnHNwmsOT/u8lfWmTZmvfBrZJz+UXzHJ1rLkBdfeE3kysSTuxV/mA8S7UkunFnY9Abttlxut6YiWLjsNKo29JjSrSKP2JLdbMZL/SCwOw/vHCfOF2y0cxTHkGM825GHlcT41tTWWS9h+ZjRdR/JU2DcZETLy6XYAbwv29ga3jbNPi69ZHMfKMhl96hlrxwCepakpCHcLTWnJeX61B1OxtTqpEoGip5RhoOTvgAMntxJTTK5LeR3Rh8qzz1hRyalrITO16csOLu1bkenaOiNNhiuJ4zy5Y0CPo2VkjClxhAoRM78d6JpW2netW9KP57Gwq0NTGVyhmFZtGHeW6IAJ1QJKwPnA3RGCLH3hqQ0Fm6xPNlV+n2SUFISWSL6y+FzlW3kXlDRplzFKQwvMvqgQ78y9gJkEIVRdBKwsEXkWjMkHQog8aN40tg2cO96nEI1xHcLfLkLaXgHm+9fPCwVySeUW9bG/jLR0vWRdhjMO0+auzpD47SJZU9I+aezcXgjTd1yBIqjtHR3Rw+NuA6B0sGKyV0mbAgrSj8BFdw+oZ2wyDPSzWzW1y+9PY+9uCh8Dphfi1flcX8xFmhvba1+EjcAfsR3ep2OtjbWAjwYgAACPdklEQVQ3znVULhzHFMqp6C68afmZQjEAUMK4unWrJCA/IsvTeGZtj+hytY9FMiLQcE8R9ASPS2tOQjOlxcZhXRvrNSP0p1DAhLAyKJEJL8hKmLcww6F+SJu0pSSMG7sFVkIbtQ5yP/hIt2/DGXBVFy7zYo/WO1B9nky+J2qlmY/ZCLyuf/WhYpS6FpdlrHXR9YiJyajIOkifvbulSJsoIms8Iytq7MSxmrMDMBbobqHbeGMdNi4Sjho/+SCv/QfMvslI9ppGmL2mmuv16TOar9pMQ+LC7Ch5EU7GuGVdYjuH7Mh49IR8AdVaClNrofGlGHFu3TwJzTsoZiDSWFwgLS2eTCsYiYZs7Qx/tEPlCbVhmXP5OUNjXMcxQwWpkOx0zDHEblmPRoUXXyJcB3E11JhLEbsP1q5pjnyN0G9YWP3PYejo39aqux8UEZ1o/1BVd/3wDHj/gP1qwJdVUF7I/YRvPM6NE8DdAH8EbG4LedBKRqzAKi6bNaEKrdYCbm94PAz4cBw4sRdwSqLTKTCvKpFgvSsx8fC84gusLSUaozjsy1vsbujEdESZ516wXFxRvRV2sm71BIfg+jvXeldtsONYBY8KLucCVuXTwCFHhMTWdGQ0Z4bAriz3sQHsx1nT9ofDcZZ5YsxAaJcFS3guQwQZBeJ7bu/CZLlxZp4ETUACsQtsUGdpN8PqCUxmlr+LTVn9YwYW3WQUXJqULE08mQPSwVwecKxabpD5cTjE5LTzZyyo1eh6nLGZX8W/OOZYzg1HergtV9VbEBmA83yEwnNE7g5t/0w7KQsAg3CSXthP5NjIGqZwIX8o059YKX50fbL2ES/aS2z83purix4v2NpPJQDTu1KaSdIBtSgziN12avcg4IphR0PciTRiJSLAejWAGfYHZfoyqxRKF7oHkYN9xDSStbpLTLujTsfiPOttxXvxWVBQCNyGxG9HTI2izCXuKNVTB1hYJKCvOfac6uL4rZ1dZabmY6fj/HjAjzh5bicxhiDMtasdl7VilUS8LArqceNA+2xr3NwimzDVU+Z0BDZ5y9J+dzVecI7pT4B3CN/rNVfZbwXfaLcddrGmu8BsOdaG4QXI4u8KZiIN5ZyoKLX5S1m94KhG/sgzDoUlytQaDK44SdMHLvpjwUb6UyENZcpJG6tDUYsZXcBa8ClBTCYmzxTNWtGbHcLsx3y9nqny4dmji3aoOUlczzkCQ9BLJpYmU453NVSKAkCVSy/8HvMlron4KF5VGcgc/hzNhJusK1ElyRugQOixBLkSds43ofj7M9cndwou/+Wgc3ZDRnBwhUySqDLs/IkFpcnVsqYWYpEQItmKkXBCx00TiTUcGqjLBdJcAr6fIacehK5+GAMqURSDCVyIxYG9mnGyYmH016y/ygvkYs0S32kbNhv2cL2aZwhRO7M+HV4aSDPTITyKuUmDJKgAVH4p0QhUpVU6y9qWCSRyuuPj/Y4jw4v3F4CazeGt6LYQyF2dwCyyVznDLGgGhx4Isj2Eh7nD9j1Oo6vjNlk8jPB0yuFcjwusHQ2J8lWlVKK9P/0LUwNl7Dh4Cm3fJ8yHhs3lcLGJktvk+pTJz6u/EghM2uOS5zQqxc+OYrJkdJtInOM2QwYhkTGmsiC/K5Dj1cn0ClQtdRvOXLaiW8UzK4JUZt/tnFPx4RiVVnKsGnAW/L/HtYWn9K6++cWW9YlcABkj21y9Dm0C3ZWwp7jEkv4VIAH0e66K8c51QuMB1xIs2gdUsq/v0sOKBAU0rqVEPIWbWFPKMkd56RQGwNWs/KPr04fsSFJlJSS1rFQpJ4PSEfF7pw0k1pgAf2exOYiAAWiXa7nkYPiouYsTbyM01l6kIx26G+1U7vMeDLX72RRa6RhOzKmzpSmRV0p5J2DiWlmozPejhmm0PbAMgfecPJmNG6NWYtJcYD1tCoX4zbwrkqMKYQmMEyMNuwhSt97eUiHv9OIS2ZRZFkFZ6/O+N877B5Y/8Mvbn3EcN7wdNzw8Ml3vx1thB5WCjSgLfF9EKHSkWo7fKfQ8TA1+O8Lp/G0Da4cZCbdgkWR8pTGi4sWn/6rnKzpYat2r5myOOgejtt/9j7wtV8GI9uQQ1ny8+nNq7I1boQXHvTCF7SaRnJIb6pD6WF4KuOkzSEinkzSFC+dQyoDHvKwZN/i84I2POaNp0eQZiL/IkeWyUdFb1a17Z0obyoSqu0IrnmDPIDZDnX9Qyo5d6CGCA8yOEkSPfZYNnmdCm6w1LGRIRehtsqM2WWkF7X22k7h9bbKjUqe/RSAJNc6N5FMO3NDnsnjBPX2ULmuZ/G17H7fFUFVzC/5wbtjR/ISRWjyG4Frh4UfX5w7ZqS+44kqCoS9/+rXw6Ol9apdAAK3S23PBeztqpS0A/jzRVwPRESQRcAEKcygEILsYk7fNIeFI8xoS0WsubcphY02AhjnUIj6f3Wp3KWLZxbjPIYihZw6xzFk6J7Z/HROpQxvYT2uhTWFv+Omw84G1DMdxy/rwnTClteK8/tvt1xlDboFXknBlhUgCjJqVTsP0XcyxlkCTFygoyFyUu6qNSJ5vdWwCKXip4PqE0lxOuzbda7CVSRdvvEiyeof0IObTfEf9ShWdRjRWoFXf13yIFyMvgXG5hlyhgOgxF+4WzHstrL3NoyHd2V5Ro953HV0jGM2QFF6FFsW8lWh17PqZAmeu6XCWA2Ao9KQ7MQrpsz4/GyyOpB10zu8lwZ/GKd2UBaY8HiVRSByGLjH5c6LhUzsFZXQFIOg29Io8gv36iHdY5Ui7L+9KE8fKaAAYosS2x4LVFlibTe1wlRNyl2ObZWR77x9jZEntKJ1rxSRqvjXXeJ2HWGxwywjg1Nj+jcEBwYhndhuI4uVw5w/NzBS5aWoB4e0tAJT5ezGEySlpXw2N+LJOT0jX8OxSN8zS9N5psG58LFDM+b7x+M/fsL+8Yf+D4eSBPPcHIrb6KCKdPNWKcDd2ZDTnztHBhDUDLCpIPh7pJl8eBzfQRp0FkMpcoOxUprjyJLV9PggV1NGZqqIV2H3wOJq9QnGVFUhlI5ZBQxclI5W7vexnJVKc7hno613TjnRRy9nMY5KTlwZaQzfDYenDObgH0klQfqrwa7+PasnOx8p0aI02aeIN5M65SUg6x1zJoLLkQQnW84SHIzzNw0Z48VfF70ucOUuCOzzO3lA+ayxJzr69nM/gDoE7qeJfOf5kBSvxsUy22RqFBkeTswicqgKbDoZqxwFSae0g37kZ9rK0FHTMM31AzvBVltNPFumESTDTCp8t+NIsmfN5Mhf+wfWJKqlklg1iL1AbCm5SOOtJylEdc04IQ7sKIWFTchb3QS1CS8GpEw/ZZH7RPvmEVUJMMXtiPueANDtxjK7vAw39p7tPl+kPxaGSkV4ohdMruyYHyXcKpu0sG1B2MhU2ICYUoBquQFqpLvpai8j5r9l3ixLvORnwOE+sB3B++x3ry1es2xu+rBvCNJhmE+EpXkEGPU8iOy3l/T3G6I6QWI8NrIgiWRL7X5C5aKtkejXmQdDTVELZFSCLuj5VpdYdnaSUgjJhymgPMn3FByf8RZHhYTCNPxRKXuCOjXOP+SoQntaN8DEUY6+nuf55BGoxXu9Xg6Y8NGWaSKUfom0IkEmrdOY2Pl7mPwff615MuB8wrlMKLoK8sd/6XfduS8x9qsTW+ooJVfHlSoP9Xk/iSiEvoD/efZp4mcFRTHonr+LvJPcynSt1krZ1R1oRamksfwJ09DXLCv3x9fmQVDOEiB2soYTCNV1FRUQz9HS2rrYJwikte9KlC5fjaJX2TGccCY3SvMQUkSIhzDIG0Z41gGsOu+6X2OUvnjH3hfBWQmVAJxeyfBJspsZCBNzpwugFH2017gyGD1hrOfWehIsimFjgZRJTIkRV7hz2YgnlzGMZr6LcPQ/uMdRBHt6gAcon4lE99X4C9sCXA3i7GW7HWyH2XgGH0wEGrj64/V0dt+7FMG4Fr8Koyija+YUOWk9eKlpp89Zm9LUjaM2polUSqiPB7MzwxbIv+XxeNNHAs7ZXu5/Pta5yrgAqpDMy6wugLHsVY2eEy7Ksg0MmWCvUHEPnl7KFO2PNP3DD8Ok5q4LWbmcnfATXRChyp+QVjSH/XQSX4r4qJ88lbgCvGG8KqMoKHYzWGYaaE4iK41nymorH7vcV/rWupBlRONQKUqZmsG0qGz3bwSdM6LgAQP9S/8DeFo8tRZxHXvLCbOat8NQ31lhaKJ5p3laR7Z4h76uUikx9Ct6lYfA/uD5ZJZUQybiPdCbRIUig9eR1i5WEQLY6tJi8v1GLzfKxCwak4+jcjLzoMZWJz9GmFo0M2Gcwu5UO6bVqNxOlbj23ciKAlZMkstShOR6zYSaiA52InEw4MOdsGVO7IhK1CKyMuFm2JJ9DIJP19wezq9+u3oMevx0WDm6Ps47Lbp7TCg1jzXbSNLQS/sT0k2YGngdRzn3D8ogOq6Ji2+GPEwsfOE7Dr3/+CjfDh2/sM8vPrVtq+JGRC2SZ74ThGgIcwDbs+zfg4zf4fqDU1TPzENBBCZ0YgGJCVfrB6MxPJnUBnkZ0sG/L8UUGsUQaqXCs5QhBQObtg8n0uHyz7wPDnu4ohyHVYntadCo+007sOfU+SIdO2WbwdE7HGHJ5+R/SkY1w1JLU4zcr3I4M/HCGx48kfAFGyQirvnlzAaL8RQfU/FkRwwx18mBhuOBvgKYV0zJPjsX0ouFrkTjuKgaL1IMKWhKWgsVdxRDwTzsx4pYH3ni2a8wpAfRsB5P+qiXvucvqo3aZJjTrG+7BP3yH4nTcoiV3nhERDe9TFMAfXP/l2kfsTL87RSLtk6nVDGOWy7u1yCJUgFqMwkx5kcxL+Xdp/mN7NDh7MRvLx1vcY45PBuq4ytYeQyGyjksm5xAN5Aqn0WiRs3xXDiJ5HdRuBjzbDNBd5OhSg66jE2hSuUi/65KS4QdMA1BP2a+THnrcGSbj94297sDXO3yt4acv8yM1JOHCnWiYdtLtsHPDH3FGcyX37w3ssEHjeDaklLIgsIsNQhD4qvUfG/R62QeCUuDXAiSa9+qrIGmBD4G1C85F+ywDXdhjrXjIyGscVyHUV2lJGExtEFtNFy0ZCLWEOadba0LGmvisWoVzHTEFAn+cvHXMaXyNLccQnDLa16yj04Wrf5aiUHBcWMCVDOVy1BZ1jGE+f/Wpxs3J3wYe+rW/3IlZRiLZZYXY/WVd4lbipEHMk174VrRUPNNQBYOqk+8i0Lh+XijsbDTqEgRS8+ATjxDDxs0015yU5FRLNAMULRhqN06WIE6oRICQesmoktExk6/aGVgIQLaZtaC+uxDWubPYWjJLdwwFLJEkrAl66pXVv0g41IrW1rhrGPQuafc4lUHwgBlqPtgVf0148mrkeN4Mjl1ZMjIAobUIM+Bh6OU61OS6SvdvhB2o5Gm2sT7FzJOonHvbtfD+ceLjfo9ckK9vwJ9+hdkbbhaFhM+98eGPcBgvg3MbDcAy9tJuUXDIfn/H/vY34OPvOI6E13bg8RGj+/JLg1NKHrd5sIl92rEpjJtdtPM4X9hcyz7zdnmGQkusQK20e+xm2ETivPEY0+y2kh09nMwlGDYxK7Psw0bAxe+1WDwXWFR+8DCVE+UzADVYk3IPXOwO+4VHvaeRFOfsk8Xm00ST9ZXO+6NmPpGERB39lNlu029gsSMSM3FdNJOQ2JYIq123oOZrOKKsOQ+8vw6FcyZ+ccdA57kZzM4WDDBICntOrw+7Id/ZZ9aFp71+HWAGuG20dHWXOcaaP1ZzEKRyUAEPGyh/X+1uIOa7nvuJE11MNIoMDBAkHPeVWfzB9fOO5iIVOtS4JeHCIpkKEpFaBloirXdjYY5h6ryonfFRmFRpHYKshsqM8tRYCLTqwINRFUPdRAQMBG6nJmfRiNbRTVenocdB6GuNcdH8Egp5L2Y44GRXQQ1C1CM1wcG8+cAWGBjStttjKpZGhsHdgHOyIg9EdXE0wilyEp6ERdj7VzCnfU5tMUfR8xWiQoi3j8fGsgfs+B3H24bd3gCP3IXKPHfHrSLKgHMhokj+9oD99nf43/4T9vgN5h+drOQO249UDt4BOxAJPgiBwDnU8lyc1Qm5whnRojSehDAduSywMg2qflNrkrg+BSvZakiFykY1yH1UIbuKtrFmTqSt+u7BoLzm1/i79ExowUeiSJs5vW/CMCYWiUPxkXP1s5dYd0FXXrxWRQO6C98gj+hlQdXCKqY7WpI5N/1MItaxKEfK9cj3n8q3LUbRxYSKHH060SMUXOgq13BVbkAQZ1WSIH2mICQaMiyXJjmk2Sf6E/66rMOMa826cCYV5lLggIYtEy95T4G0B2C/e33afEQm0f0pl5EFzRO3ckaYSxUvcHGX3YpBjhonlM6xstUCF8+LTicTRLXfTsJWLl4bhWQ/UeMEZD41LG/BctluNjs0QIlZX88bg2nl9zLPJshsWfgZai0NE+wUNC68woTIvMF/JSRckYbtptlM6L2ho++1H6J2Y1v6A+BYeDwis/NYD/DMZ1uBdml5h8HwRu3LgG25G/jPb/Df/gr7+/+EnR/APju0GKGR294wf4fbFwBvrRKVDXoKMTjSNcD1UWd7L0nhYAoEM7UpWz8vcKvJ97LKQ2T8JOy+hhaniQRyDrUs7+i7GCRNhfnIQtDoyUg75a2A7KBnw8TDjhRL/yFZGoUyUFVkpdH5OTtt57R1KeocvAMsFCS0I3Ao9lIxc80TFDCLDIHMnNKQ1ZnlFudv1sEq1VSM22QdClIu/RkywdbwOLljusjGtEw8/WbhlQSQYbFcP7abc0kh5PVOzyGHme1S8UbNh3hb6L+nkPmj6+eFAqHqUWiqbsGGNrvoS5UBNTFYvUdBHPPeNTVPzUG1rE3IUNuud4DNk8cwEcsQ2tLeREop46m4iydWCY5auOB40gxRk4WSv7JyS24L2aekfLUispOhAOv6T16WgWVk/4EsS95J63T1Zb0wgEUs/LEIhxZ9ocWEc5dHAZplueiBy70QgZRZkG8dCY8oZd0Ej3Ric4EBPBwPP7HP32HHB/70D29ptbPSOo/jwN4n9vsd6+MD+LjD/vrvsI+/w+6/4VgGXxHLHmM9sPcDdjq+ng+cOPA4bvBDvRKWKCvmnCkvG77W1VYCL3fPpdY9y3mUiWoWvLsWzZxrnU5lK+xEG/BQSoSXUOtIo7JolpDr/vUaZ2OfuzOnk5uo0uEZJ1/Ky1N+U0qSxAc6LQ1IpdAkQe4ykCTsI3fN5yOCLsrBTIBZ42vlRhRDb35RvGEFZTEiKyxrq8KwPaP6DGEGa6ElviuBm62sorBX8a+EpAi4pOixE0Ypo05fneLIip2/cceffGlleR5G3AFRYr59DDGGc58ilFAZ6ZY0s9L05FmCpyOoQthV5OFxJKg9i0/ip65PZTRfdnEFOJoP7Ioc9cyF7VILkazBZ+1d3ymR+NyDNK8CQRq6fnh6dYy7xfmIWmjH+fMU2xaJ+luSm00aOkYMtNkLUV2UrIre4qC4PRRi4UblqYKvMLx4zvVr9enyGbUW88HRdCHB97HrycyHVpj2Y2NtYL+/A+sMO+5xALbgB7Dvd+xv3+Df3oH7B+zjN+DxjqiTE6ahpTsTB9Z24HHCbONYGw9RRpp3CixdUUaZRWPDq8vHvAmH9C14r+VYc4UihUGmFfOZXpkXDu+nERlqp6vJSS9G7UCbp9z/aMnyed1BP8/gmnhMnJ3U3fQRPF8Univ2kZHZhV61wRQc85L1hfyu93DdBX1v0krPT5NpvPD+iHqE/lSXl/IXcZxzJNWUyPPhL9e+uesbBZ103KR5ti2YIzDvaSgv+fH1uSqpL1qlfT8IzvikDMdK65mF3lY9c0jWp+JBSMd2aNLdpUi74OVAW8cRzPs8W1om8BhS1yFdPVKRA08Iqsw9/rly4CSoXFQWumLms8JtIGkJmnZIF8xqYWPW8W6nDJZddw4D9RIHaxGC+TgZJsn18THXsquyYFxqiMFPHJ2XgtCuaiymPYtdk78KrHba+7Hx7f1fYbaw7MDx5Res4wYcBx6/f8PHX/8Tt/ffYecd5h+gm9PPOOnq7eCAd4zjdDz+9juOP62ouWQIAYIlWdkxTtewPEkYqrkMM+duoi/zgjenpVnkCJh831wrCo/1OsZ2vk0GrMdTOCPfxjm9/OSq+QszF6HD55pZHzWPSkjkI4aBE4D3bpGPboR5IuFot1W/FVmCMOtidGhQt4VAmy5GKYxL2wLKVFw0mQZ8PVsglk8EQjFsEUJA8aPzPOu7FQBUUAhY6aNZXVUhwmLTlpx8hkUJK4NY+A/reWn28ZYqDEWXGSof/ojod+V8eCBPvHNx8BtiR70rRg+1oo3GP7w+kdFME0/2M+zKG07jSdmP+B56cYwOYZmF11oLQVwEZG3dWvugmQWwXMe0D8r97d2itkc7bLKKJ8AWsQwypFhH2ftfwdjqLxnHbvtEEfcCoxTIAErWO6oIHs1mBjyVqJj+gGQ03kSH/E47q7JosinqmsZzBxJz3LnVFbiVaUKRragZdKCmdpDvNM6YMFZnwtcG/Ld3YL8DtrHvH7D334HzA9gPLJyF3FoqxOCxY4DDDXggylbg4x325SvWkto/VSYjQ5KTUifDWlXugHDzfEf9rswBME/Hu/WcSpHZG6ADM/1qLXDyWRLoAJeMxwyi5vdOT8ZPzd6yT3ekKQN9wp+TbrPd5YUrxGPUtE3oNMe1PY+Q7eeYPGnECTLcZIKeu+E6jQ+oHKHGi8Z4mooLm1JZspXUweS/1BaHBZgIUfQa32dQYpte4Jy94GIsGixNRmqCq51xMnOuYAMtF3KJelQ0UuEvnJgmwstpfELHFCSyDsTkmi/nUzMMHlNlNeQ0uVPsoV7v//j6dOls6+nHnUwM6npEPdjCPhlQsWnvic2tOYrY6GPo541cAb3tTFt2JawJRsAGMGrRai4iA9TIPBDNG/l8wlXYImrEgvDQ3zj+gVrdZswtS4LTR2Nc0B4TbYkUJiqZWryQIcicAFArnhkNGIi5tVYSx6tOczmTuJjHqyvNG2x6eR/+g6z0A3fsb3fgfsL3B2w/YPsO4AHL0sM1L5ccBt8wbMSmwXDC4OcD592w3t6wnUHHU3CFnTn9P95CLn7vCrEC0vieuNYJnGTOLUhJzIKuhT8tDhIuxIVqbxd/6Qk3p2xTC9A7ilXwL6YpS1YNCX9xRzk1h7CpF+ijMhkI2k5t8XlxF6l4VP4B3m/fTtG+4KMlzWlipnlr83GEqtc+ua/BmpvZC75XEqk+A6tnuzkf7RVoZO1q5ZLPFc8BQH28VS5tnPAl/qnnr1jcuNpCkuIkYfLiyXLZKWwcgO8tPkdOrIMQfub6hFBoO3il0S8AtaBoxBzDtEZU69A2HyDynkERiieDpAlKFhmIBKmcudrkmaQGoLS8WibX8FMUwKL9cLz5Gef8Xk15ri15FlSrXUuukFtuK70Lg6V202SSc7Qo84DNM4djDFcCsCN3FyKQ6N8IppsixZtpdYhux4qv4wazVQXD4JlqLyLCLRy+XA+Sy65Y6IaejUEZpOwfgiC4raZUkE5YscwNUQ/jAB6ZKbsfOO8f2PvEsT8iocvCfARsvCE2XhER3ii3H2es3dtb1M47vgxzL514Ubee69WKSct9AfS4LJ2tHuaT3ClQWLGIX/yXAu0G2LYKLywMqloetB2nKajowmBp6jFrvHNvk4zts3QCrwVhxnJmjgOdNL3RIcVZ/LFNY8ROZecxFdLSyfr/jipzft8nfBnssN7VurCfVEKkgniheo8ZvUjeOPu48hJjtFpNkQgbCkRWzXV44nfCdJE37cLe3iGIBC0BKcNh/+ksDuHPXeDZCtX2TDyUQaJN19XVRpplV8M+dzbuBjt5HrMKz1Ylt58BH7sBTkd//Lcz9+gw65paRuVr8sEfXZ+IPtIPRFIOmlLBWuSKFOY7LU1fDFFseU80ac/3exv5rLW8fL0W+vKcDnNIexsd9jaUWlY+baIRoXXbqyB7GlNRxeuogKfdBmOSrwJVnK7c8ZYA94a317q00Ki10h3FWDJp1IAqc+zSRj38nfHXoISD1YsuyVJHCdVgvIwh3/mfY21DVI0M+GexhYSnFVx1iZURxXCIZ9S+1dd1ebHUMcUZERrJUBUOVqaf2S/bGLgqfyhST45TEFOFSeEdmuT4kL0YbuRDTHrk0nIdr5cqIMGp+5uO35/wWwVC9xYocIVhMqtSZPp9baM1Fn2X9Gl9X2lYESCHb9VIK5PNPfhmPqwCSZiHmtvE/dS7EuupSfeNe9a7MAqUzpMBnpai8IzzjptlQqRFQ7pn/gl5VfElb+70o+uTpbNJw8oAmc0H6PZZhnmZIQUET86Sy1ozqTVJh5hGAul7rUntXg2fyDkm4MpSUzvavZLtIEo7Y77nCMfOyh2An16ZjO1vWJhplwklq2M9qq3yTMqZ1cPBLMx4AISfjXWDeC/NPmJWWxk22mGK3CmRGWxxkFow5ZJlaV7ZnruVlXy9FQA6ypWpcsVZLnmfDxTzryxPWRv6ypb08eUG7B1lzc9HtLEe2PsB3P+GvR1re57ZYACOxJsDbjd4Zk0X/FS+O9oUUlz5rJFfhbECvTS/w1DevNVE2r2kz4GZsFX4ToWBDYXksBVOwvpfgwgIpprL3lzbqJTtZhgObDcsNawzA5ynyeVM45FZYLG16Bxq1BqBoc/0Lrv1baXvQJAzKx4YULph8+sWKWSK0a5VZ0SldWRU1/ZKgqvDcjIk2gwZKzvE8qz/JKftUYQ7+ya9sVoDV9q7L7YTLbcZNYpMxi9dd+msya5MNjsvCketIalUM8jLFtaCQw1VyJDx5kvkN1kFFYgd002ysT2DIBj3+hPXzwuFzJSr8wjQApn2QQCCFDYEdj/f6E5tJWAaErpLM6xGUm/NSDXelrTeJoEcEAU8+1RNhP0LxTUPXguRL5AIqZLdd1l7eLJUZRIni1S7YKz9SkG00QXCeqyu/5ZTcDJZAFJV0RLRvJ9HwCSEzSlMitMTbaL4pHGxsL2zJQtmhhovYdisjWh5LcsmsC2IMw6ec55CQTOxuWYA4MuAdQOOBTtvMI9aR3674XGesL1x5rofK4llLTzeDjmroiZyHWAdFVpOUsUN6x2LFimhn2fn9r9w7MKU2sFIxFVBqroLo+KyfUc5aB3tkDbrvouh0kbN/suvwV0iAQzwcPu6REtuh7CjTbFW46s1WyLDSlcSASKKjGk/bC4Rj31p+Wp4K31PvCs0hlzFLnRJXOW0yiLpLmJOGK1D35Q2SBsS3bcQmeLDtIaslsxXORlmWbmsSZw6yLezUiGYABl8Lt5dq793QAF6vS48M+4xU1zCs1msEqyO4FmwNP02AqsfXZ87jlMZutwvzTZ/6/IJLkjfjwSd6AhbqyFgVmngc2HYkPg+u1E2ZcAYIDDsutUXF4l448l8S82Jhulo6/EA82D4RrzqwEVrF5PFmO8YeDPlHqIVsZd2kYsbi31CYaeCphgZhV0JwWaQtSvLulLDtEZmwDh8xVHT9bc5N8bgl2Bqp2+Pi/6pXu+ehlcMtq8F+Ir6SIlj+7jFoUZn1NEtE3natn0dYJLfvC6wV3PlxaymiYdTvKYWP9aof+nHci23vqtKyIRxR8RI/6mU2IC9OIGFGeoUTYRPzdhCG+8zq0szIMQvMAJqgeRrjyE/DzR2RS10VF8KCgOejv/Ma2eFTxO8YlVi3jf0q6QLWL/j3vir8yG+iTiSmVo+oyvc4BnU3SiYAxQ8vYDP3Wp3gzqLhGI4Gt88UKdMq7rjmftVl8W0hOmzwp2Cj8mn7rKyr/jO96+fT17LtkMiSc0fB8p5V/NPSZbSa60js0BVqybbSqSwC1IwprwwwxHONyJ2CwudsDsqHt3KbGMd2UCthaOU182DELcgA/suqVECromvYOMAt/LlmHZtPwltn202OtEGZUUGWT93SCmAq0CJccQxw0l8ZziaqC06rE5PY8RwdE2UOUaXyvBbeF+dpfnEE43HjU34HEfiDdc/12E3oXgyUAKTczzPB8oyaSFg7PYn+C28CSwkd3fJDPYDQn4xljPPBl7W5xNwTQTqnsDefibjCQerWdO2wcpxCTjeVpRouafpw5HL6YI2AFMEpgWNdnWPgpJVnj2hpEeo1m4Abfxr0HNRGb7osdO6rI1tHg6/StHtk+rkOVEuOEwqRpuIDmRWO5LvN/utR6xebqmSJiNaF1TbRcKf7ZhbZpykULAwl4QyYKPPQP8QFsoKSyOX+Qyw2DOcSmQUrTeAHECfnJfzqjps4dwNXSbH5sxd8MZvi1L5rHfEoIy1WDet6UXV+6SAMcr2kVmFZ2eNAjweVBIwzFQ/uj4hFGJGJJwepiJUM2ZVG56z60bDz9+Flwq2oBertYJnRvZq7M3gtTxKI72L045ER01E+5cerdmJZo6Wjmb9LM1F9D+UbLF0Ano2opNQeYfGqZZL1g9xSPoy+Z7pD0k0V6DVlNokwXcJC/oPRnPS3wsFsMZRqkCBxorBVrjlkzLTnEk1pdG2SCivNiVJrwa1ZMG9+IDVu2htNF4UAJTkqFHZBe51mbwr61OMUmhC7caZgpmMumE1UKAiZXQFrKwfF/FxgWWK48suQr/R9BS7cJlsTmkI/1db/9mdgKIZNOlOn9V3NLqoOLrJk86+Z7/apnFHVARfxDmerXG6PtddcGd+5TPsYwzcFf8DYZe8FWZAw7WWSMBI4hqt21PsGPND0g0B7Nd35U+h8c+6mOP6RJmLttPukmJH5mWJ5lL121pXOx9xZ1USSz6IC4Av603AtOSXInvF2dR+DGEM/K6S0sM3g2fkUMYIYGpp7tBIHtqvaTarRxeZhe6EZFxRFCXDLJkNaoDvmW3L5XcMp1lEi7QwImwKPp4cNHlPnyCWp6cBva0F8OywtzGfYt4afWJtjyfBVYXXwZ28/QXeP8WYhKI6WRqjdMNQz5RJPWC+4TiF8JEwP6DeDo5r5aExMbdeffZG7XsZdXB031mOOfjlrgJJK09C485j5TBdpLBD7dveZlbr9Y2uQihs1pAvXERbTwEwTPXCkeQ/eTb7cOi5wmRSUTYEqW23eaa18BwW9iNzKFgOqMr3Ig920T2ZSgcLJ3AKQxftWR9t0yoyMGJHkEGuf6BzBcnmv6t2zl5wD/pi9Gg9ntK1UVTMZRoq+yT0xLLg5D3hVDYAWLEDOGX8BoClv/usJKu6STthwfBZVSKW0jlQiZanIACnw4oC5+5dXq2AyfwJnEW/HX7q+mTpbBLZjBzyIsoGPGq4AKG/9+5gG4gEK3wm0w0LiwMVE97KyXMC3TObn4TtQFQbTYDtUntWoZnuCCpa5wXT3O7w7VlIKz4/2eyl5+WtH5RhysIfYI5IaS+Niye5HVdFpInL+0xiFq+DZ5q8o7awPXDiXpo3dphGYrdFLbnbN+m0zTrWMPBgX1qKmUAewQG8v33atPeW9gBb3KURYoSj8aAzQH6PZVtg8hYA4KQDD3DrdQbEeUieSIAN80MIciaz1TxdGDNXtsYZ/22GtFJxIIPiihNfE551PrhR4KsYssqhi/MXrBmUbJfKv5W0osnuUXQONWhGWnkqMwBCAWHmP8ezUEKW8GJWrwFVArrLn2AovmFaipO/qkQDWj4wPHIeTkohGv2dWaARJkUfzesoWaWsRPYMWEuOs1kRVZTUfK6NbgXGYrJWMOU7nFf2aAYuzM6jYcOEtIbyGN2l6VZ4YDnzrZ8pMyThhxYIHA9qHeOX2AEZLKPrwuxOWkYpAOSPR8JWK9v+zPU5oeCQqdYPUO0C9XsTT5t7mtD0qRqsdzJWfGXGIG/NRS0EfsVBiz2NGcQ7tSXUd1tSd5hljIWxvwA6PG7v0hJpXKGtNEw0/jQs3TV4SflkbpopLGximGWE0BtOFwHI3wiv6veKHGxbcxhk3a6mAesV9S19yiSHxqiEl++DhzLJPDmNQmyPg1xQCI1i1I1Ri/7v7ESAZC2Umsk16x3Rahyx9ZwDX1eHJCZsfIK5iLT2XRez0Vw2158EqIzMosARitCFT7Oj1ggis9cTPXZpZRfBwHGohKv2KDSkr4stkKasAMXc/XHqVVImdz1kiywf0nxDxlCmIN3RJC5Y45JmwhOMY3wlxHrAxoHJuvR7wuwHhPitvxtxMzdxHaXnibdtqdBowHboi1mwpuvaWfWvUcTg+K8czENQeg9hNOUcs7QzSO4nrs9FH5nBcss89yiIU4jMqmDaMqm9oSeOITMOU1K2xpSAzC2CrVsuBrV4LuRlpkJw1yxag5XD2hj2Cu4P1NaLOi3LaivTK0SiADy185b8oUWoo6zV22K+DCw4ElFy7Du1oD64+xpS1Qwl9BSJY3cflZf3uQtptnfE0jWHADTfMHSxUvUXLEtsD0FQ21rIfaBOl8+PutPSi4S3i4gihNQ98hBYU6Z2FyRAzn07eNJbUZWhTFohbCWySerGtzLRYyu+uHczdDGh9C5mWLhHG82o9J2LGVParjaVqSN2ixGOGW2m4ptzsz6QMOdhT00G/reDOoZhhsj4d4IrP5wCG48eVtRlz4zY6PfMbF0pE1fRgFuYLPm7lsvoMzUs1m07cBw9DyoUNiGlfibgIkjrSUYjkE5j/hFyGXRPB3rtDnuV6lMnmy0AO3bRmkVc/aLwqngA57eu1pIeb8Bf3l9KizGuMA8BfrbCodY1Q/LS3BVWvoM7HlXIjxDxgSs7z7Iv854o2j9zfSJPAS9qcZQ1O4bmsc1VTYGD59+phGSjwuBb0vGzoaSH80i8UrlKLJJJ15bbKZ1bihC/GvE4tvpQ2rPc6jmSoxRS5ca1xr97HDRNXTiUcSTWjQeuWEW4uPTNVy3UwoLzq6t2CMJkSGgtoizbSJhw7BkUT3+3ZmnW9DgZAUGZ87JfV0GdCOkEbOM1VNr2bATuSmRcGy67wkdx/QVYJGugFNMyG7niL/tvxqno0e9TaFy6F7PSs2BA7QbKdMdGL9pg2blNAK+E9LT2TTfFzbgbgvQjQ4FREFnHN3i3R3PMUhyVR+Zuj+2maN+XlNTahck7usbG9gUXHVoP5zL+5DVoZQLkN8r8XHjVlR8Kzkfl0tbwTZ+p2mPq+OJTF+FVUNNHSSjey5ykxt1nC1nvvFdpuwyFRtyBVK/ViU0TeC17DtVUcf3B9QmhMNF9oERJwQh9XPxOu21qYeUW4egyW5L2ulrYmrkV0wccPOmjeYKFTb7GJ3bm4ttkzpFZa9buugcZo2hz0dRFKJS5RptW6UtGSHv5QsUgAlBc7Rvtzyhta7W4m/EHCYr8nbVdVEDYaqfhZulwNBMSiDWDV0z1SK4rAaQafs2yCaCI3APLY32nQED16IN49vYA0WINmPyl+KTcM6vQRwp5rndl55Yg9Wrn+YrRM9ahCjh62vlB7V01jInnDGDg1FeNRZ9xgOVAshmfv5YGvv0xhGLvExP5rgxnrBfpsT/TdBk/FLedDC3JyTIZkqGPNTOL+jkdjeUZPVx7uQmTC4mO/rVMvTIzeCn9FX1HOJQm3sy9+wrYKiOtqZL5XcYXD1xHTjX+zHS4phXAh6CkOTlBB27FIi9C2I4ZDEfU6NobO3fZYTXtPiLE1svaUvx9yziOYMvbd4XNU0irKU8gI7gTgHY49hJ8Wy20fnR9IiTVe3E50NpqW2tCmbmXPwBoabpAREmH02opyCUJ/kXizHZ2RI1EzDtt2kl4hQXPU27XkmizZmhdRsRLMX2rP8btqPf5DHzFijsDPXCWarAG1HZZEK36yP9WEtZq/kgkZ195z31nAhLZRDMGSwERiUDiV/AsS3ARfLSVJoCzozWO1KSZqiKyLltmUoU7evudfWr0C5m5FWyaAOoFrmGVB5Gfdt/ozE0TG65GoQvsiAWLN3f3fz0AoXBQ1g6onU6YTkqVE+ijVpQClZbvU4oTkUeP0sxjyPH2kcBvuXRJWLs4+BcW1AfWmJ14wii5EuDZfg8NrIFUGdSHKA4CTipPywE65YF0CmcgRzE5zZOwdJTr7ifXIkzEYdZbSKesCLFlpaZEn6QHQnvl6lBJ0gUlHUH8Mb6H0kCeVD4At7rfkT+iFJINmPbRCMcIyzJjMYdLpGKJNFGYY/6e7Seero5dW6kU6JnPWtKGa3XA4GvlLqNCQZv//cT16TOaCzI5E2XF5WiFXbId+zfLlKPvD3DoIeOXjrf1QDTdw/vTx27v0mHhKpm+9bjrX+f8PInIR5P1UEs1GXJhBByONeQ4GWJrOzQVNB9jv3MeGnVCQYCGSPx1+hNM7udmWxMU3KTsUgg0LXCWw5c2kwjVHHSFsT2L5sH8a8fS+CMU1vL4qhFZt8YHwzHNsGY040O3UdaDUk4mdmhZAeHqgkvJaMkPqo/rHHWQz8KGApuPXJ6ojjVXQtSVQWH8ZdyjaSA5pmHu8IoX1wjpWyHD9Wp7kG3BxKBSpGj8O2bMAljtyti89RTSpxWCgRCcOBtNiVmGzF13vgpTl8+FS9lymYIEFp6814wRrmjjmcD3Sfx3B83nLAVAKHksckHaCe9Fr1/pl7XNIuN2qZU1EZMyaloeLkilrIhKe+1cf04qfCL6iNIvR+bAQZKXVSitTgh8HUfYtBxgZQY7WEyLWo6XNsDZxfbrKE39zPN5l8S17oq7t2LCWCym1duvPt2tGatGDlwn69E4gIif5qPn+UBp0Oy2YEKXZ3wupgr6WvJZ2/ksxuKaCNM66/V8wFHuBNC0U0ybsE/b/lq3nmWZ21ogTOIh+h+NaelIr/MpLnhEJ/vimcPV4IRhzE2QuWDWa11auxXIULezr4tUqKxPWEQruwHic+z+LfGt1iF+3OfTUEPJVc6vWjx3o7AsY2VcjdmQzKGcggeJ3kAtcQeIU2itnmPukM4r/mcvvREzKOIE06Ejd4cVkFzYLosnw26BmLu3vbGOKCz4kJP9yCIfGUrcp305WVU1qsw22iZIr4Iy8JGBBBWMoKZ7Cg0wD8bRmzurd05xurKv2uGQKfZrCeucg+ygGdJ9bo/4DeEzvhsei3BdnJcXPE/fVTCUOSfEFgrqnoKYur04gwBA+GlxLBHwYhIzxPq5e2Y0x8PH6vycfe7n3fF3rk+UztbImKs+SPRQ/SWtlK7oIqehiVbTaJWgkLGX2QYARKpepzcZbD5h4xu6oNhFdQI1796GXl8uVKuOpP2ahElrkJ2NdpVtF1G2FgRY1zaBS2UwF0Wtx+XZXpiyOKVm0O7JHIsbME5BNRDkdvUyrz/AH8bxXybfvxN+KjM6PQFtxsATEfQjFKx2+bX3SnXHKep5TwQg+4OMxVEMp7W0Z6ESj3fEC7f6ALE9xjMIXnEwJfdEyybmogvjd5P3lQgus98uyZMXJPcSubrE0NLVMV4KlInvFNmuL7vA1FuX7qEm7tpc2uLic4kniHSaL5CuTW1XunzGv2dMKg7aDap1oXaQqguwvR67ZjVPKHJcfbcVLcKo+Vf5zK7ro9J0IJHS4mCKE1IKf4VEa6X1+89cn9gpRN0hrbZXdkyGJ9bghSm4V42dwP1d60sef+GpzVrdI9mKyWs8cg7WmbnWKNpbSR+LHvzVO+JC2xfEgCygou6u0sPZXxFSjwG2YJkTxFuctWrcg5zUdFJadI4/7afQOV0FlSNst2QqJKDLNRzNPN2tUTY1NgArObd7OL0vTbl7Hq3IMNsek0lfTIwrxUS072LiBlTEEyFTWrXMw1vA5rTz910w9r2f6t/tKxwuBNJjnYzL4eWE5e021Vkjq6cNONvaFKxmIx9AHYikjQqdBgphYlgtcur5xMu6s6/JUTpHfuj3fXskCMpj9EddTW5U4AYmJl4OM4dlG4aoFeZetvR1WWegd7kOASpNpHMIImYTTzLyJ9a3dyktAaaQKGwkM1f7kswBMOCgH46zNSjSt8+qrRE7AWXOIAnpl1VJxxqg8FmV0eIJDO6YsgWAt5NZWI1iEtuuSgc2x08C3CDdPoe8v7o+51N4GhFQpQkIcJosdmioVXKCMGLUQzcAMMrWe1vIX5wlZytChO+GIFokVJFJ7YyRvpqqok2ggBSEA8B4RmvxMJD7Bt8VpgCgbNTlEBKE4mgpeJLgukCVxJpsDLObOoWCRFdlL4eg7HE5wuS0aI9WOjAZkSbWZD+VFLQGCkNrS/F7G951HQ22dwnWLsuGQmY9/L3oWDOfTYQbcgJkC9aKQZ0WppleaP/JC5oqDdOOI81JDtJylT2RszQY7195KGzTi0ShHZ1OsarAQ419FPPRAo8y14kxfOCpc2yw6OEa82dOCrtsGMYChEAg3rZwM4RQYx1+7BM7I2r2ssaJpIW2PCWmUyCnufHMqp8sBFgM2cJ3FTjeQlTpj6nrNXMBqQ/i7QWojHo7mj8QnhTEFAQk2kRO144om5N+qPuVACTti2zhFYETjsOCBnn6HHdL9FV27k/vYQmFoOvExfKRrRKGxYgcaTpvXB9YSlOsN6/sjKkXCsQfXJ8OSYUMRmOG6xLme5VM5aC64v0F1N2fzQXxyzPKabLoSWsjdmlbnr0KiqdLmL9/7xnIQr8icsz+KNQcGTEh4Xo10svmU7UanmPhDYjWxlowmn4XjesPJ2GS/FV3Nc+k4e0AMPrgKhFYCefrNqMEI1rwW79SsCBFXbuWR3pmr8yYGHB/vtrBOX8P6eQC9mBsPn4v34z38LWhtsb0LvRpG1MT8zmGF2SgP1YlJWtU4Gu13P56atWKN9RK1ucQ/YK/Zs+4YzId0lChsDOogvuNxuaATXG3Od9SOJ5FZN+4KCXotbDCQB8/Nz4lcXB+Pp9VH+wAe5mGMrrPeE8BnML3OmLvxSC1Tjrp9zWLSO/XGLzIO9vM6keDGF4jEunVr/T4B9d/PfoIatCwAv5aWfTNPQXDZFD1vgOMlLlGKuU8AKRTjh2J7ay2YlzlHVpgmHdyB+Dt7O0PS3Ax21v9zM4Tqmgm8hH2ip6LS7JMjoERJoPptYKO5NrZFbWjZuhEIN8bx7GwstyCu0fGeHuhq8UKgeMZuqCYfqHa6DI4dxeGk6nRLmGXKii4jpcGgmboHeS7BqxjlMJQ2RZ9BJyWcCV/dN2bWOPUadfCba08257CyJ/wREmN/ZXTL5UFrYQbuzaD3W7gGtqZDkWaf0iQtcwypxLCuv7I6N4QJlFjKOrjHCvCqU8XYTsSimaWArNt+zB7kx2O1c7DuCNh/4SbCPAAt2d2f2SUUyKcVQUgAVbNOXB65ZCVAmjeWeOagsudoxc4xASYqyJ467sTPY3jPOsEqxdsUhCZ9OIgwLPN1ra7H88ClFbSknAZiu55QhWxwu2iJCeJokr25LvnxXxZosoR/h8/WkZByni7w89Hw4dmLGv68NyNxP0c186Mc+uDvi5iLpc3Ahm2uwTk/Pj63HkKHPCrH4beQu7kdcfyf08Fsep5G88OghNGVu+5dJ2C57JnGQMctZmK8EMwDFvnq7H5BrU03YB7tSVTvgLGWvuvLa08U45Umz8x5+CqvRF/8KpNGw/0X9X2JHqk1d3U6szETHDt1F8MkqCcYXxMr+9hyDhKK1STz3MCYXfbONSSAC/mfHkqBZn1SsniiA2BZqWEm5qjQvEQYqJG5mghM3oWZQCN8zS/ePZF+7yaUwZ8a02ADHOpdr2Q7hr9diGV0so57F4jjZZ/xi52MoHMfrn7seoDc1NYCpG3YPBe80YaflP8zfnLfGXSdc8GHPrzc6DB9IUMQSO4rPtkQ9s/NPN9vF8DeEXXDR/LuRS55Zo9bRzZz2JwjuKxrH12smSOhQtZRJOVU9WMXLjyk9dPC4XFQVFcsjvFRLBKH0SLGBhT32NhXKQgGyLLzWlnpi2JNsIr2Uwz1NCg2orG32myGiGHg2f6RDoZqqdAQFZGdJ5CBkuBNYUJGQqsx9v/EeEyBFcPKuqpRGOU8CLdWXL6iRHI2Ou3EhqEj8zRUnT68/uw0D4IphaKIH+p1Ss6ZiY157ejDHish+7KrPoza4dcIfrRtZSKoSU4tFDaAJXAftx0aowsOpMou6wctXy1jl1k7R+zInrnWmDCiDijoCvwpq+CgrKYV9ru1+rDVUwY3pBrMTBQ6y8KN8vdmEN43Xi/mbDsAAo8vROteTSaZN99UE8lkSrz5VCqU486S9lJFcCrhDARHsI8q3yNi3DlTllJ9CIAesDEj1gnF/xWyNBXtWVnUpSXR2GOcG1wfuETDQzdSbdsP/q9Go1KmDh/Sf5B0OY8rOYv79mqGgfn4yG78GizaUWcytVmlMYnzZbPEb27+V8iFGoC3mcauP4gDLoUApdJbGCbhj6KBlYZp1r6kkDOR6wXIIA4gdLj4XAMeg4ApGTzlY+YvDOIZBn6AAZS1ypGRfNLRbqYjIvNFFbL9t5uPWDZCTDz2avExwUIEPBx7iWE0snkMQY6sAxJexQEu1NoijXVyVENnYJrU2UJjA5nRBYG8+w/Tym7Jdl51OybYYVBADOb+sIYleZLIr0QCGMeAiOzcSoY52NnHxJUPbLgHhzAqk2Ec+71dDuKmcEP38V0LJds5zqWVshpC6NDrkcV3aukJ2ulSnBj5Q3CvNuYOFzmqxxXwHiXAHvWFzOwQp20ldRoYY6tw4+zj8TRyDk6UWBCrHM469uXQC26FKaCvBeM6ew+9zMulB0+Jztn4Bh+yxI+lFcuJzh2cMNog2RNIQ4VMjvhfiqTGAzEELjmvjMisuk2UhG6auyu6ESRrCx+6AUREVbAIUItl6cNZsnxHYb7KdUx80eW1r4dRwj7V8rvi+vnQ1KbN1x2B7h8EaylfZhO39R4iBteOwU1P1wQ1+Q/oBn9hTioXtSW8Sfmr881Q0qmTrOPAcz8HGOb+7Nry0P5okAg2PRXH2/Jp0sGojuTnrTVKYQaGy+N8pYBY8v/NHzVfr+jXrh+sBIaw4TRVDnn8KK5mI6EQH6nWxWGT07HZ153GbDNn3JsVnCeLw/iqXINL/qU3W2gUgpoPGuRhadX1DTD9C1084UdKk0ul1/nJkwYdgFV4fIFRRL+Jky1FA+lpUIiHQ6RkrDQhxUOxX0bXxxZqsGkPYXBHy5sNpeQSsSr0M7LLr75B//hEDt6D4AoL2326b443zmWV9yvPqRLIBzV3n0Q/3j5lRvkTc7p0pPX+5x/v6uZ8TVNvILn6+tzjuZE4LlFm8yyeaWhNmqGksGSRzUvEmrs87Mhz5ppfvFFyIIMPp2SHceVhDs70cPRM7Zv1IJgcjqUF9KEeG7zRjFlj5h21rOJLaqllhZz8N1eE3m12i+FYSCfMBQyJXUUUXNH2+WXmVRR5SOxlVzbsY7IBH6kMy92bxMJh7OsCL2Jaz+o3RHxSEg5HZbZlpOz2FcJa352xZkSCcVoyjRNcw7x50qUtYzt6L9eSr4qvAASLED/g/KTeCNCovvwEl6tucWDGk2mncdbm+eVW4/fs7OYHQMFut5NzYucTs6XXhmiS2UDiEJ2OFbiwW4mswKHfWzOA66VEbwMtQs+UzOO5PhmjiVfEyd5ot1gBVbPasWAQaci8hzA49wlOmp+qwtKNjJIXxRgq+HI1rsNe4KR9iHIU/xlmmOtBGkV9swzx/fDy8SzzxNmwGEiiyxgalb+e5z7ojzJuF3npOb5HWtxrChD44YKKinqHHCJcS8z7BUPnZop/hPXz+8UnACjWUYWChdA85OI2kLQigZAMQsNqA8JGDY8tivWGZRWMKqoXladi1NILP1bj2g4R+tfmxAkcyspw4VrIVMCxqw0szLXeC+yD1jsGQonW+tx6eRbMShGNuzvczL1WsByVQPlAbgcAfjcN0Wl6bL2eNVPQ/NcSST5jd96mTEdtewnS8kJ4bu8Ef+XVUtlo9obCoK3XHfqMW2dHYPiMI12ZxMeUxK2CXm8z97Z30XY1T2rNkYNqvrKhW3LcVF8CruYH4WP0KDLn7RDz6M5rOBK5hMYYaAdH2gBuRMXjdacK4oVQxqcaAzHsh/6ISthsUwOXgMSDLngkIw+105NnADg525BLu/wOMunkFpHIVgx4oR/o12u26pVaRjvDlKoPdCgDSonoRQy073KtFO4UMEeON5gUI7k0tfgRbIb0jNp2pybbUxw/vD6eaGgx+tdRZO3nTqAsmpxO7XbUVzAkYfeAGG4RCO5e/gesrWz8M3avD2qk2Y7mqWmiBzYOZyV14UGMMwqhWA0belCZZ2clQfFlG0dbcfe8CyN24THOSAFAlmxV+0XlRBzzYHWMMvZ3wOPbb/Issm/m9HE/MOOvcx7vKnBDEtKfRbuIslYVaFxZ//u6aztgRfRwVImiVHFB/hBYcXxTcT2eoJws6fBOir50RtfwzTVRN5bAxT+VLgrpYeaFXkUpEN6z7lYO9Kr9LgUXus2kLRsGkE5wNxZ8hQUBh6lpiZT47mZHkzZBZ4sXW66q7nESpoB+4y+olJx/s6QZgqoZOQdC9JC3rNvmo2ecZKMtYWlcFwFffO3hCnth/XeYHhIeHRT5X9Dw10DBipMfBAId4SdkDgszjn+C5klkDkZFQzdv2qjbYniRJA0oPkmTbSVG2v+DJucd/FfS17US5tPBc1s5zfUWK4U973rcyevjaWUPgyzP3Oo9q9T4+8NMKAjcbKhDWRVjazImxqNMJKKQir0J0PhgCDMIxHkApRz72Lota6MlS4k8lYFzKKsMATcou24A3VSDshfbCx8QbJsoXQgJnfiiymM2qm/i3ktjkXkcmVkDjgDhlXMvIqvGQXSiT8KVnuxywaMDtQz1/BsZM3n17IIo9/p1qN/Zux67JLDgWpkM/dBDz/hudTUrtinwKAijgCYifnB6atoU1YtMV+ucfXHVxqcwUaJlaGtSVP9Cs0/wqQLpSL7dDCO1W+WmfZ8BE0d3bDVGSTaOd9Z3d720rcEjYWZAWXa5fh1Ijofi7X1OGAhy9fEfy/t1dZivHBV4MiBFfMrxW127YnfdXefaZphGzkCiepy93BcZx7PzgCLrujtRTc8x4TfffGJc8xtGEPKOe+oM5eN/1FZiM87s701r4MCF+QRQOH7Gwt6wquyKs/e9r3z7OXJciMnJnJQItcqGw9CV9T+4fVzxTAAWfResUYJ+YWI7Nf3ExGTkofVw+eTJv8CCIAgw1HrLy7fLwJLiWD+8t35PTmon8ZnTz9xHD6eaRtkP+PNlOsx00YwWwikq88YLKAQ8nvzUCJsW/l8vpxqJZx1ReXZeoTM07PFTlwbjE3e+WlMZK8KI8LiwlHGKB1wv3ZiNW/1HV2fKe1J7Pw9EgqRvm2X95UWXoxAaKbXr2HymgDq7mxePviEwtU8ouO80NW1bVIV5G+Z17iMCvr67NVihGA2DHQjxi9ae+v5Yls6yhdP6TLprLJT8hYbcLvgMWnOrvzggnPTHtTf3XWgkBWtv1TOxvuvuE/RBwUzim5XDTPF5XXeL+A5o/v6OesmLmau71+fzGgWCVW9GGofYy1xn1E1bq6S3KKRD2ZuoG0pMop5Tyhk2Oekm0u/6sgpkzr6mXVI6QhwUTq8EzC0Y73fnaSei5eaPhFghPnJ846I3m+to2H2SiBxi7sk9DN+9ooWwbKBYDVPxjmnRssdyXO0RyO7LeEGhjTDbN15t6Cy9L9nXDT9P+7BLmYRtd7K16Uc15HO9NYqR+SLsK1isr6KuQErlEJqUWKm4e6g2Q/bjTGvxfOpZ9gemVkNk6XUjzYTgockycKZOJ230+HbNML1q9pMjgpOOMuXJvjrgncOOHbX3KeWq4DN9wwAD83wzHtgSwYT+iCdORgJJWAfbe+9Rz2rQQwUslOKTdqtX1TquILmxSWcWHhBobsnPdSzwqzpH9BWyKsSv/3c2JLcV7kWubYLjnPnQVsXhYvMkEz9lRObw575NgPKMItAgZXrEmuXO272m+8u6yoG3KkUPu0c+2ochPtIPv/R9YkqqcygpClGpKdyShKSYHHgoqFtRvpoC4yYaULEaTturCthVAXcui1neQo+U/bMNh3wlWJway5ODU1DBEnEmsQD1ALV66UxU+tiZw3D3i6u1MAmLLTeefk+KAQKIW22e9VMKtmK8eIJU/S7njyq3hUbKyvSeo63CAjJBJtDCsBiUbh9L+bLOHyF7eVS223N7YrAyuTYIgfoVpnC7i4lpWy2W2iaa05hwuSifJ/NFszxrATwGytf9v2ddCLaPM1tOhlOM+FT7QfC15c2kZnclzkZmT2nlLq7G6wSyhLheQSqoHz4LZKhVGh4Q6nJ4YX5L8dqY/B9xf3VgjDnc0HWbEsCAFSRUJgph12NV8Vj0BnI3Y/Areookna88TuB0kKl1x7ueTYCqlx50RfpUZZGoWC1m/cptJ5qYnjxuw2hCZU+QhajhIwBVQtJIKX+oGMdxQt/5vrUTqH50GpeTmYImxPhHxGYLsjRoYZoBpmLNW3wiajKf1QCw4f5QK1XWntl8ODr3wsiFMOXeRCgYxj1jwqUrhr6JBCK6FNLgQHopBO1XQYfsGJUXG01aUxn2IWT+hSEytqoPTFCg2UsZ9mY4j6doOVNeGpLBy7ryefMnvBQGSznpTRMxBpFExO5J6E0kzF5sKueCgLmeCp6bqikrd0VnC/XlZcpXnFJdS5M4nsSbqAgqskOmAWjKTEqnacQMx44w8CDtGmT95mBOR+W519zx6oCPPiwlYZdTt2i45zxQDyfiyf8VuFUfXD++pBxF5hzZh+F0Ex9q2ZkPb1kxlOvwQWbfhR3i6a28GMRDDDJURATG9updYk5nVfmKgPaXHeOq6qfNj/LZeuIM6PjnNaDPsGDkVID7C5033amDk+nRcAR4ehGP4OEKP/g+nRGM5BIn5q/hlo5EHG1tRXzFBy7Jke+s+ocUa/y13U2qXJ9IdoCYDJEeCB/E4Q35JDoX9v1/rd8B+mc4d6q7YHFweWdHI/C1WuK+YxoxheYja9b8i6MyCfjQjugx5sbSeRSzqOicDJ++vSCR5fjNoEXqmQGT4daCWeetRvrYgXDzXrCVQOZWC0MthhifnUK7CCoyBPZg6EKYAu0pgKhwO9dbpuETs2Tz5kB6Xyt7Xm2PbbtJCoyB2DC2QA9Jc93mJfWcbQJ4Tp26Hfjm8LLLhLCm/V4A6vlWM6TzGo5TUBIxrkbP8S85Larr4nvIjTQcA76OFB5vCoEOI7s53i7NX0le3nKkBUhGafBtUkRCreQag174mauSYGHOxxqlnmOOTZgR+De3o96d9eLVrRZUV22SogahVxPtQWg52/ofKblbX6MJSWz526eDcQTNhYSsIPh6x1VOXZdjDbKXT6d4ryGkDTAH55sq3epZYwvPug4jgPYjvvjMTabP7o+XyW1aNpre9QmE7s8qIiAEAy1J/7+dXXVXFjj6wE966Ctgehj323jugwyftlauzxDZBhTLKZwaVmEio92hZtqQtcYi4ypcPl5Qv7qy/XvC3QrniSY07x7MvEm2GeJdx3zE8+o6SazSiY81q52Cl6w1N9EaXwxnRf29ctsySybJsn+EfWJhny4rjiZajPbK34PzsgnX+FeMqzq3TDma7nLqjumL2Z3BYcLjl90l5I3wvMmVl1d4oL/EBMRLhNu+9bl51c0R0aKltdX3LQ2xjmIj23aGg/7qz4gjetvFxOeCTjrvs87lA1613t6pMHXQQ6Xsfb0MXuerzXfYjTSc2zgUxPWwuraYCgXyat/ViLgv3zIToNRbd5lKioAeMGIh9iwAJmfZxK57gQMdNxVl1VFVBCUBOt0bEZfpQyVJn0NriLLiH6X0Qp8WX2aPnabdrq69iTa4ZhMH0Vb4KPlwzpLlbRWW8gSCGzLZNhNumaWuQ9TqNLUVOLnhWzb2yO7c+DFNKNYaqZrBWE+tleNI7ZeZYoK5i+QseihYQ1HOMX2RtcQ+p7qoh4Zr/UuIuEieyXqVnM1AI7PrzV5cWHzrdQQBqh+LBlDvMHqkzFsA23AVz7ZD0F+SLwQCVGMGsA2Ev+WtsR0iBNWfq6sL5W1rXwrLC3pQmCB80K32WuVWtd3W/DF42k2qdpYXX57WIUE9q2o+px9DLrhKL+pF5SHRRX81hH9cosAALQyZK0hPr94KmDCuYosq/BRwOdu2vcWAdC04o9AdrWq1hIOiWGYDXf7TbfoeFj+p+36VJaeBdXszhE5XMVf+fjOMy2qZJvFWeHLfjrU9FOls4cziEhOk8lV+g/BQPPFvszT5XvPrLdj+cvYlrfgMVbhbCyCajj4AyA7kuktH6+yiJRWeZUdWY2VmswyqxIGcJdSD9m3O7CmxlggqsELIRImQ8JCGBWZBYVljlFbFjOYpyAux+QrbMx+z2L03geGK7OFgUeX1TZ1kEyOaa2ngrXuHNeBOYo2F9R0E6VojBumHiYPOdAn2mlnOc46PrWB7n6WyK7+lzBCqWevcjZ+2l2AQk+xa0gXvqeC+x2hJ/2xk2ISqrFLiA+z5+uzKDJm5cNaTvpofF97YyGKGZ5SSoPpyvRRtOQFKt7fLONDsjUKzyzf0HZx9GlnKJld+RwmqcGMyXdZdDG4CL7satrZKNcE/S5pESk4aHMH8pQyNdUieBDZUCXW0oIBgjpNpFT8KC4N8T46gU65Dh3rIl/A/CMGihR5p7O8eAdsFJa2AqTwQQ9YbS4X4ePJZ5IcGXzQOJ5Vl/Fz1+fPU8hvJK12yDqU9XquaL0XWIK6eaEXInN9G3Xsj/FgaJBEtBzLVUhXm/zeRKR22MIO9Pe45dUOmdjYKjoyDT5rH9VK9uITnZ5sr9ajGgBQqSGPRLMiFM5+T81IlgSs8KBzuKIktaCgRDtxjC3fvCsplNw0KFSG4M8bxIcCgQi5dnynYUZotTTvy/ybKfRzDS5rK4I3/pHxuWjeFWlUCgY5N7IigRDgIlOyC11e7ONl6uL4fMxXwCJzClzJN2X1JnOkM7HOL7Fnxkn870vDMjnOoBUzq9DhmD7XgCNIYZ9z5M4+OpsM31Yzd10yTtLrmzc5UPBJfaweaTN8wpfvPoWkg3Pq2RIgLoIplP1L2fPCD9K/FRydpqvy2TlYej2WU8OalYXJOgtXV1wuv4m6AtOvhyzpXTtTjk96ah8Yb/PLbhMjK7C69G4N3V3t/vj6L528VgOkOYP/mfxILWJwa+twMh50rsyhJtFIcN01xO8O90e2fXuhkHFadCwpl70MCUCdlpWit5X0IIp99gJ11jSqzDFPEitm6iIsLwtRJY299l1DFhS/qk5IPN1e9EP4ZCur2Cfc6ajivB37kdEHxl2D9XZWBDuSUex9BjNBC1+gy22w/T2QNLukEDDLfJQYd5XGGKS6SpjxZWKNFvyrgIK9g/g3hTLH9krQMkQ5cfPQkiqZ+SzMzisbOpnl9soDEPEJPVB75GJwDcohs2uX6+YTFUqIPFOJgrL+EUETGzQnd24csVqVlH2B0zuXmVhR7M26zQXUzmuUEBnKUYAuDrr3gU/KjKkAsmhfMUag8ytS4BY+5DxJFYcdOZM/ZmRt+tMaLNwoXt4tUwaJVYVRvqu019uhmZSXEAnaCMFjhgzEoMTOv3r6pB7ETtgdTfClxLANRykFFZhD5SeZvxnH0jyLJtHnyq8/d32+Sur18vmxZIFI8TL6UHsaNGwtUPgGNQFBJoD1/K92YO82i3Y6/FAZ0MgrqOH5eJaCajQImc+Q2DUaNLuTx71tr0/+qOvVmNiguaxj2/cvY+OY6/mLkUg0L92F6xa46aNEVULBrpMahNzt8bnJwP5ouj4WwzGNv9F3oUaZRvrtS2P6ahdfayAQFOOq9u2qOlzXXwdv9acY99P6+vxc47PLszTFcXCKh5e23CoHznVdLv3Tgc122uzLocjCW7I3s6yBhdpMXU2NihmNauJbkd/5lI33onGSf8kk0Yy5Fh0ptsVU2W3w2fJ7lKLVyDBCQRWSRcqraEOCV6fwrfUh/QidV3keLxPeU3Sd9vcCWezl7yq4xuPSnD99fq1a6Fs/Jxg+IRQCADVu5TDVnV+Glwy31oZYmVKSSnc6zYA8I/myXSpAVxE9L0Qy7F7E+plZOoKOionZhnTQ38WOWtFskAxdbcs7mkIFQ1214r0Y3B6XBnpd9BzHmo0UMTe7nNeTFlpjRNkzK2ObMGQBu+PIuUS4o8naurM/q46YQcm+ipxEq/StphrFlYZjF62jA9pKSWD2M6G3xdxgsM7YVERPvGx/C/t/oHBBKpQSDo2LXsKyl86TH1gNTzOWIUwg8gWIl3Ntaq35m/cPGkbY97S2Eddxlx+KtKhmmO1Z6sfQO7RaNkd4HIGRXb2COa48EzoKNA7WJPNQ+u4d1Cv2FAPatTsJ/Fsjf652JH7Wu7ZWchrhNblGTwEB6JL41WkR1GSqRYUSALFsRTiI++WsElZpfsVsG6cjhD12sNszGEFPSzSLiDacADV3RdfCHeEdyccs8cLPuHGeu+bdMxgQ789Ck/XkumLl96+f9ymYKf73/ap+aUFNEdIzpD9RiBFDdWXFUS6jpyQOhNjVwSokSIIzw2FW2pLXAuVT3xGITWD9gEGQLAlFzVkGSEE5BAKTkHncI5pZVOmCYUh9FvoacdWCNhtCa3rqZ6klrVf72ZkF6ckhLkSSz7lkdU54GFYabXYeJXY13/UwW9jNnWAz9ImvSdhUFICuhZ99mwU+eXrSyIzN+mDEp8vbRs8oGbbXTFYobXWV0Rp/ZRZ2ueOCevl7oy1PGA9fjqNzXTiXHG/gw4zs6UQ1u/AbSaS74Oj8YuLElUigVE4q2uX6cuXv9MpR2JyiVTN/aNA5aaEYWGv8xL+Bwgb4Ji2TeM5WMgwy124DSPt3HZ85GdkfhVb22vQzdbDN5UEv5SZuMLHWFHAmtCVoxAnGcLcoSc7XwIk1HfdJGSXMVal2LyE5NriF08lXBjAWojDlhh6eRJ7V0VkXvvuD6xPnKbSz1XLyMMzSQLRxms9DYWq4KrGbRaoAtUKYnqKWuojnWfMmCibOHlCLKYEnKhGe/5A2Szg0Ex1aRhE5okaQ0QYtxD22ufrdprnGkzfpKvsUGpZEbvmdCK+GlBqdh8NzmRUj63LnRMYWAsrUZsZlPl3LJ4iY44nM1CSM3YOO8ZIZ99CuCsrwuUi/BYT8U/mtNudwkVO4gkOZbzEkIyRaeMXzwjQuxDz2Y6MUw6Xv6joJV8651l+FBcgatrMTDtnJxT8Kl9r5XHi+mgSD4aQ5RARZ9wa00sKw7tih905SHb1izlSRZ3N5a8zGUe1Ukggub7wQ7KPpVkCffzsqx/WHy6W7UwF1XDS1CR11R/KuCKi5vrr+FFx8RkKGGZF0QcQet4zRkMmr3Q7hEqBpfGyfgYy7vhDHX4Bm4GfvnC+NfPf6aaFAe+O0vZL4TSEmUS2vpLoQN7XqQ7aA3sXXXr7O9zkeELFPdA0oG88Oin9h69ZliCscZAZUsl2cZbvEBNCktkFTE/trhxm/x+fjeUoUjoks3rImh5tMgM5jEy00uzQsHMeRS7BzS50MwV+hQo6HIZirdzxnZSw7InavvLlp00p0JSJ7+HpYUK6JqmdqMBy3A2cWnFvlkE1vcTEbEinhKKIrBU4zAW/wXdYw3l6I0seqkYkeSKbm1AFUm+Lu1EbZ8eHMhEyzuHHi86CqZvyBSrFT63ILueBlNor13VwbYf9DjooNu843Kmf2K7xHC0h3rPR3Fa3keCgkqhm1oT9d0dZWS8sRu3yzjdgh0dmfZtmMEOo8akJommiVJwwttxh5CPfK/g0bTjwyeblOb66KgEnVJueEpAw+31mcByJMGXCs5AdOnAaA9abkEnCS1mo8LHRJc1UOppzKGZhiuq7p6Idx7lLtEylQRemukMKX/PT5+oRPgZ1kJdBEcE6gIkCetr0zR0DqyknTXsyuVSbptybYDGcwu8L7oHR/tUlRIS7Mp+hmAIwMx1sjcjqkvJ5pvwYaDsWYFM2uTZMTse/eklcBs4HYDcGniIqBZgJ7mbNnH91gItycLQzPWBNNkAE10/fLM+PTk+BtZnSdW393eW6Og1qrjkjnWdobn3agMu1MHtQZG9BO39a6glm04lNgrBsUaCizwhUOtXu6OpXHWBRWXh1VQMB13gpSQydx1HrwvWCWVUE3x31dWzXdlMDhbkjHSakpMG5zkExa8NmyP09myNebvlF4eTX9TmBJPwLjCVIVgPPy0FiSX/Xuz+FzacbcLp0BVTjPGJ0ILm3zgEatyfWeG+V4/Qk9CpQv5jI1AhT+1W9P7wgGq9z/ieuTtY920e+gDwfKvs5Y6BdDnJ+ZudxbVbDQHgEPh1VEBAk3TBa9K8vWbKXGio5XVmFAoF7OJWYq/RikO1gY2T1sgTszco88ZKe2f9jhpPMpYGjOby2nhYTX4R+D82fEpMXhP7mg1BiG1qLIoMjsMXd14KOmJg6w0iRSw8hTwwacSsNDF/iTeehXB/KYQq8nXJ51d+zHI+6lzyYUvYv9u17xZlCACAkH82HiBDLWBJIA8IQx8mzbYXDHrEqq84w302DlvVY5ATybBl4wkexrD9NpU6TJeFRElS/GvELkWVusuCzHk1phtMXwRP4HmB2xU8wMrSgdlI750qTDJ1FRd4ZWCQzQ6rZwl9PGeGs3k7UFWwc6GuoEfEVuHHEihUQ0rY7hUyEEQx8SFWggAlOAPTPP09vkJzRcnOvSddUSK4UnbH6unT3HIULK0SvPsvLmGcKLcVmtJdvcpXzFbyvB2SZQT9+J9u/ZzMozs2cHaLrfDl92eTODbwQI62hf589cnxAK6So2L3vzcBgCAHal3/fvStjKKpALTkDrYgNFvFdFYBA6NaPoZ/sGWDK4qJBjaM2FzYw0fg5RmEbbN3WegqQ5Mk/muzNyA2YduyDV3ahhiQyPXxJOen5AJS8N5uMppEjoHKNXbXXOwGHpcLF0HZN4mPiXMBlj5JjIKKD/EGrJfOKZzQimsndf9kbEX/g4E7rIsHimrIEcUN87SMKq4c5cl4rHrtkbeOJWtMdfxbBIGDC/LeEywwJ7gKPyrcl4Ex8C71/5O2Iuq3IkSJxebVpKAiumz2thJPk1CYGWYpM2ydgX9JD43FXv3TzNmJTVBo0mq8DTleYZCgVXuJftLUegJWg25wzA2rVqBbMYVTjzrf0vjREYZsMaIQpfuF68WXjPHXetuSwYes0Gx+e8q+s+jbHmnEmShWXe7cZzebKZkcdY4UjXbbKa81qG86Qfoo/m7HH23Li+zdMaKEUi/KfiylP5YTOn4vOPr0+Yj1IgcGC03yQzKOcz1FF8GUvTed14ZpEXclSOUECQxbXue2jmV+12DCrvjS22qBBskwRVdswFHkKo42p6aRg8L0Fg82XjkItOWEzVo5Fdx+sXRkkGmtFCFynK9ttJuUsA7wESgy4vCqEvc3j67OPPy8suf0lXJitftCs7hAs8rniSOf2o4w+9mYIXs2LjyYhhJdDgIg9ZW8iAPhb19TCstE7hJkO4if9t2MMv01H003asWc4TngpulRgolO8IoQZhjmcgHmG0ZIpX+kDXPDLI2QAEnZZ0IHyb9it5qugudiueJSSonDzlIAjD7fEDrCR6BVz57qgYqGAoQEn7aZ9XM13nHlz7EHoiXgpKhR9HnlbBWbRk9SDHShyBe8CV6yY7oHhU4cIO0cqjWjhIGpttEBcAWgmu1PS963PnKWxtOCebN3YutqLZEweUax3iL+HpUMNjBcBW2FSYu/A0IEj87URompDWsUqCd9w6YZj2xa47m9o3HakkII2AkvhUZdY6PgPawdYMKaZ0yXmQuTAzOvrr+YRViWP3ZqrexK5lBwj2ZUe1W/hDhFucWoynSkApPcKE71k+H/OiI3StzHGoiU+hVHC6FHbRZpXQuo8k0Wt7WAJTFDxKA19MZkmTmE4onx88VhegGBLXIbbwr8yA3ZbLX74keQy5lko3pJENYWrCKPicpT38hJqjGNrIuTFj1gBb2O7Y+wFmo3dod+MMto+501ziySy9yidw5xN1eWrcL+G3ixnXLqoJHF23q01EnmbLGk3ZXHNUREj6UYU9sK+KmoLBceZuLRSF43aDVyl4WT2CfJXYLWGxd5ayJGszzxwOFCxq9sIXKoyX9OiFQABip4Ez1neDwRZWdMsyFLQmNJdSQeQJw4D1cbtFbacSIrUUAc6MEXm9Xt+/PhWSeiWxtjr0JOhke2bgDtcM317dy2h7Yz6lZWvHV5SOS+ygs9sxapM1JSNTid+MQdoW26uoR2jx7MVHilnDp+ZQf0Wb0+HXZ2UfcxyqxUzlyssRVoSfk3WqNDoUSxiSaXoKTegO5xWM9XoBo6ucS01IZ2MG2EYSLoYy7+RMOfan5RwaH4SPEh7Wa9Us7cLGe2zRjb7zimwuEuv6iE6/hGw/buN98GZ8kp8iHHSVjbmFIoZDsncG+ZQoC2VSUjyS+PWeUeKhWWtm6Hi6OdVk9C9A87xE17nOq0KEvwdrhUfSVBcWJRDUn4gB1qFAuENqi9ekCI1glvSLoOSxO6OL1I/UXFXJtisMyFCKSfZYRulvszAXCu/U1/QauTBXGFEAJViopHHpNQFzgYrhz4mFn98pFADLjVHM26rQGDryYmjCV1aTDsbVtm7OrqyQXM8zEz+sC8+xsmDZi63cWNUPtQyeUzwysmUkJEYustMEAUumitrBWHWK0VcjplW1wu27cUO23k+7JzKT4YDj74qQguCkXL+YeCx8YaUJJ2y0KfpFhvAQpiBfu2uVh7I7uU5fb9CxVUwm6wgNNPcWkNSQCMcei0PNZTxIxdIpDwNwhubkJkLxyrHye91mu2a19jUXAxgRxjOyAxzJfL3ZcJkHEKxmlIInOxt8vJlT2fA9DiGKMssxFu4itqHKIJPQzcImrXy/Rm+9u+H80xuI8oelENLV2/LboCOeAe0hQHjgUmTrTubY660h2pbr1k7n7sHEfp/4QtClf24sI9vbO3jAtUDlZU5e5cHb/2KV/mApFLw1aQe8dldkuLQarNkf5q6HBMLCFwSl62Hh3AkZUd1bmRARxF2LdEVUEpxDBpWkWW6fPc9cn1IWDbBTeNAPrv9ildS8J44o9n7wHFOp/TQcyM1vs13rVHhwK+T1GwvokRkUrhcEnf/HiBpA32sHLBOAvMaRbq+a5LLpRwCQ21CvRYEAvYEysL3aUSbQtXpRdu1dUqF/awDLF2W0HvOofITLnIfawTYPwJbDz5223pVICzAXYZQkEbt7KQSjwRpk/elVTGSt2jKY72RjVvH5BvgJZucWGdGG6kR2w7ECVjGsbDNPZTPOAYGAlvMUjlxLX0pMlg9g7R8AkgXLEnkckEgV74J9Peucmj0vAXEmFIsteTaJ2yemQJG1Lbin6aEVT0K8d9cLJnAQEnG/6DMu7xfwmjCBWLt9pkBaNRGlsQC1j6Yms2goDEw1pdYcy8C/XG9bcN8x75BAKPOK4bKDiTajmGM2kozS5V3F5BaYKKkb358kbvMuWPGRpXAlAjgVL6UVR0W6DXwkMciaEYlKIFO4TPiyHM9zhGO0+3AVEmuu0R9cnzxPAa0ZmL1ce9YJdwE+Ea4LdQleyiSVlAbO550J5LgXb1AqTNFFgaAlOvoSchZGSNogYKvYFlLbUToaTEHITOSDy80engvTFWKRxgI+Nbu4d52+tFk2SdcxXCZNYVxC7dJvmVJ6ErKvyKFTKOWvnAtQ73YUjVVLlQkuQnpgEAVjoYBPU4wOcWBj/rELLjxdyqazbyWosbN9cV3wl81NjL32gdplqcCoSXmvrtq9m7b0zfxapZZTqL8Qti8I64mxjZ0nfx6CgSbQHl/t7PiGlhsfV+P27KBNYt8xJIwmxvUiI80w0zV8SL3n9ay7OvUhwWU1KyzZap3Lz1dbGIdd7GrcOU6h7KPtizie3y/0nYN5ukUQV3grlRwAPCK5o+EMx1J6++PrU47m4Rz1DXqAbN0yvtrqPFws8R9sFlkD1sgJSEnuCNuoEagMM0zzDW3fLDPrrOmR43LA0bH9TG+PyrZHMfieB4fgA9ncI5Svv3N7F843XbmO8bYqmawW0+elj7GtZcMPubllLlNGPBP396S5Ku8hiWZEhsd00rcDLPr2c9eWHO7Yfhbj9p2n4K1VYaPYLFCHOMnpIhxeXsrB8xB2Hf8igVEYsm4LkI63hMduHKKzX6tj72TmDPOs6sRpvutxegnKgALxJwrGGeFkiQtSfjzlTGqqcwf7Eg5kLkBm2Xq8m4LzrHOuY4e31oKfD+QmAeWVKzNijsWRB8IHnnVRNVlfPfTHI48bbk/19WuuUvuKJj0XvF8Dd6ao8wS4pfC4Rrs1zrvebCF0BM5t8Azk7nsZMsO38yg+zofQGHRTj+UpFBw4DfDHGXMtgdl5Ve47KhLcFvadpiyrJjsJjetv07FtLRjChE3upCIoQ329qX+ti/LBJlMBteMo+JTCRL7DtbvU7XZ48bgj+WQPtWONLM+hCV3ish5/cH2qIF5BJ5G1l99kV01mWdOf2kW3CAWnPA7VIJ+2caaaKd98IYH5SN20HtYVOKIdsayEmdVh2C6/9ytxj1v54oem8oe7FK8fq4aU8Xf0VtfnnK9KWE2FDmVDx9nrtKwnzlGPon/SeIDGnuZXq6kp6EPRkJ3PZeJ+eY74QhvnGCM1fOVAA9dkFg4pXhdCk4xec2IKlFzwQVMyx8IRHzW8Agd2Wkb39a2X3+kYLSFNhCDztfly2fdljcYoc8tnet8bTu1wblPGmJp0yCNFlcH5gMtg+aO/J70GfBmXH7tfB3esilOGCiuVdjnPBtXF7FLCtmHJwQVLaB6CJxwvqsPgN4mqVu0InnDIOgT5r+A4aK0/K/O/mhGHKduvMBf4bSbjmvgsctBeHLGUrAoc0E4NkUA48PL/ZKGgWK0mFbW50TQRSNFovgpRvEK1OtxQtv0gMqeDT3hN8TkIoEUCMOnIgTIjF3K5oY9dbIxpgmiMUP641SxSNtAWQLz/FIuuCNPYVOvzqFwBwjI0jJ2hgF0BEw0AEK45VFjbpQtROPg0MSQyhO9BHF7GHUPC/6CwEkdftju2wQe7mLC4akJ1CSy7ImUzes7fAezHKWOVxMUkEvZhBQ81UR79+4j0yJ3VIhF6xecF3CPCZOe8A3fahAjffYgQT/+zhL23LdmEWRfcgeEHW2tVPDrHwgOL4ChzRcGzYBS+GdJPM7PJbFA9AVHO2TDQp5dqrA+ZnBaY7aAdoW3tk4QOZbiirKEzqRtIIshSOAxTJPmG7FhMiVEGvmQ9neXAq/2ERZnHEpbUqD2xiwyFMgdebehOkPzLatvluV6Ep41nKdQKQhyGLC9xlzjWa9XBJmaG4ziAc7f1RfoJrDfs9Lc0sfVOr6sDk9THIL57fS5PAUDVzCkANjIq0av011jhs55Nd47xGwRwnqF5vJGaMc0fGs8sDLdi6FXUexJ/pf86+ri9osjsIzTjWH8bSB6L3dqxzQF/B2DFqgt23VyMheW2iVBNmVz6DRjLOdtlYZPJGDB3cihGTHNczzU/O/tzuKTTkw7NLKMVlUHnmjhQpkN4mXzq4PSCrXWbkrFfRxGmBF8A/BDE3mcSVgrJqKSWMqJIuPBrllbPMbulyYDYlSGGSXeLgHP6jYpHFJNmghZq3cUPIzIRFmPYKRzMgOXWTB+pCIBCMCLo6mA4wSNligX4s5WI8RyFps9wQ3U+VukHLjmQ5lw6vWPCJfuQZTo8hctK+tgyxivcsz+Hw46j+DdNIJNIhUtmQ4PlKZrSZGc1wsJ3OIuSSEQL4UjQ1L3YVUZ5Cmtlj7yoypLY6EODDET0IZQXq/yAGn9p8m2m5bGuhTtUhCuizOrV4nY0pe4pEJo15O/wTtbXIppJs3GcutU4XipuL65rHOR3L+fI5YaP37/f4fWX3h4KooyGRczIWs8GrXCmkQzycDLdp4FeiM7kc/7e2viLmWh/35uoXe65/CaDIV9Gag4tRCkwhBHkWF8L++Lk8p0fn9elUN8v4HAMeHFHGLxN10sGpLMp04mQZHNZebqJmGOhdqvNdb2WPcfKNseVGMPbxZmus5fFyCL5V3laPyOlmRI15Ddpbzjbr1xOBLX+faLRlzh3wfHLnIz0UstjBbsWDt+jzflbLSvGh3E12yRGKDOWRZJ27AlXADWD4NUYLyyhd0MIQVigaB9SzzVYeJe0l/Fx9AZZs+5osIMcNvlVvx0NqF+vUdMLMtWfd4RTbW4h77+cslcV1u9dhRKlySl/cA6tIPSTMuETyWuUpkNTawQw9lolXrwVBA4eGGFWyrDEPVKSuBJzis5kyQgwZUA5JqtxZkihuTAYXurQq56R+4G6r4yq/AHUciBa9Hg377mIylqwQI6DjrMk6Em8FwJKOFbmJrUywyCOepO1dMqHdRYGaZVdjQgCUvPIOinU+gPURM7ccdmBTGDvAmZVVlzQQilM5uibJcSnuUBX+RrY0oeddZExdrDPU5g72xDiNcIunnXf2MMEygW6AJ3mnsRBEqn2U9CvmHiriJCyPwuHacEWLdOBXSZZFQxk6lWrqtuxsYZCaCbjVpPWfBvjKvNFPL+OW/RN5+SVo4wKBKzFNUMeHR0sUrTVekOv0spAh/EmnzXcVkdZbUheThf+ktn19wEfa7o8zzx73KwMDqdaHYArdABIKSW2u9uZF3w5ghyYPkP5DEdq/smzXsup4l36gyvAgDBhWZYLtwj/XwwWgZhwqSQgecsGDjvaWf+D63NnNANzm1qDVWxQ2Y2yGU9kFALUaCQnYw1CIJP2C7aN9tGLUmMajwfRdCzxdFSLNT6HJZz2Mi/eY38a198AagJQm95U4puIXbDNVsOvbKM5MD2Em4s7EzZdGEcC06w+1hwphHowIMmRIw0tWLVkCpAiHvZhYABArXUSHHWoRhtrgUlm4xixhS2Uy1pa43nWrhXRWxFR/PCCD/HEOspHEGYXCBu+sAZrF97zCSNcdhEXWdPTbiZdeIFpw57mlfxuTw1FO1XtVn/nsFyK+8U7q97tQ+BrXU360/HIEhe1fVflbBvA2NG6Mqw5FejHITCyPUOPE52jYWYRjah4FZpHdjlWBJlGj1iFLq8xAhwG4/Bagm5GOHntOtqnuAq/eqJXPtUjUlwSOMG/Y76J9rgWhLOnuUpzFTRx1JNf1rkTP3F9Wij0EGXpBgX6i0JqKGYpNyYxRKM1mTioxNv8X0DsDocWn8RUbDEXmUDTdztcsxlvgnwUyygc2BchlFpd+UpSwpdmlEIgfOV72JYnzJLJmZWDE0DUSOFvQgTsq86lzTN7WQqPq8Lw32KSsHZkehOuTDAIJDWqJ03ySsVS7jri5SnE2lFfu4K5INVnrTx3CjS9OuELbKODnAyl29MyyVahpCWteurwIozCGylbTru6o9d5pUTzCxPqIAieKXyBkxlMyw0ARQslQOENPxN4Ab27Bold0MaAUUG1AOGRWNa9oJij8DvulLgT3767Zg4FOOU1d+0UiI4pe1Vtzl145bPUMlivdVVsxZDWbSa1Gjlh5Mn8tPZvCS2PNbTQG3qqhdgt8Oq5bJOgc+xeW9GgHahaaz0e+Su4aDI/M3QlXAWqsP8Fk3ER/5oH7tYQQRNZKZAmQ8gPJ/1sjQplReBacBp7n38gzOf1XxQKz423o5OJWQ5nFuSTFEarE2RebIMMoWq4ExoBnMK3BNcmwWPBjmTqjG4AGoE932FFzcuQGpGasfOMgJ1beGXMwFQcSkcmpsn2kott3B6aCAB0G8Jp0TO0hp8xPNKLt3AixRiZSi6/tVgUbdeq0yypbFkCvJklh2QrzsnaexJyczDCpYPIi8EUrG4gBo+EsTyfgvwyYvoZhN2NBQg46Qae1b+ZqFirCbSG2U5e/sgkfM7V9HfiZAk0atRDNRgjKDznRAaNkCmmyJ1p0iINZQY7B1lBY6wpwVdobrLKKeFOTQMiOI29d1Yb8BregrHStTSs0OWB9qtnQAERJFdrRhNd+8YyF4aceCFyEM4uG2JP/Qk4su0qqwGASlCUKY+QFUaHaUCFFTNVqcYpThzpleCIdhex0/WunU6azI4jz3Vpv+V5nlhH0mIqGKdvKRIqtMtSPchdJ6MjHVH+RwR2K6HeyWqYcKPg4bowYdeyj6X0+oPrpx3NVGncZiLRIA9h1vpbLYK3VK8FcUAbVHu+844y0csuRNxMPYjRgzIvXN7FfBcqTG3wBfY0jGPFNC5tc+GeylT0w3xF6/X4aOqy5BQUxnF9ZzIucy46V6R8QYXs4glOtGviSZD504cXcNDGax2/g3IpMIYhRhFN2ulu51x4LoXCWDXm6+C8YBU/VRSSdKf4dcXfxlWrXV3j/zOB1AqzjMaVFuq1iZlPOxKffxN0Aodre5fXLlpwQZRReCUUX+FYTfTHF5mwMgKbv/V2eDarGFt0WCSdVFg0E+20pc2uLYxrhNT33XiWOCEkpDygmh93HFfuoCj3RKv6mzeGlU7Bb4rbMucerw3YXIXF+Lvsf51PIa50fAn/tatq4sAogAQHq3HGJDkZWTxqoZzKk9lFt6pqWDAYDgkti2CtQJYoIUyJueFRUhpIR9pGxKsf1Us7KfOQE5xwLXFQCLRbc5VtQy2OrdBqtoaDufR9WSStkEyETE60jqOkf7EkKjDu2GceDiL+vnCQThg2/D2JUARc/ufjBuD7FTK9QHXd+YmpB8hhMAfgjIHY5irmPC0NeLoN38Lgr3NYuROVs6F5pjYPPirGBIgmTYyUiJAcvusNAG60P3dop/zBOBCoqgAnvptqpWRujsrS5mcDN4EoM0yGZHfGdQ6cpsWEi60o7Wxm+RNhcdHc2DIl21AyhNkxWthjTGfB32scZTLkko8tM0VlcejeNV5KdlMmcD3Cp9bFLt2saWJ70NECIm+jwBiwO6egCxjtrB/d4dNA0hKAbXL6nAiFSpAsqe1N4qIcOXdKW1rYkv3uUvaeJuId9n3uHs5s35TvkbWaJ99x7EcWAPTFxOkcb+DamcIsLMsUtn39nDiI63NlLuSzq4EOKLvayze8HXNXpHg12idmQ6TlGjGawJKBO30HrWe6/i5ttCY2mQC39/FTV31lzHEzysuA7ZUN/jo9dS0nO7pu54Qpi11DQMBoKyQ8QSqCA5X05TS9lFB9NTYrRLwCW0T0yzkFzC5jhzAG1W4IAYuokcZTsZfb1dGKIVgbwV0eyNapdBgwjtD0budpUGyHp6x533tpctXS0931AI/w1e9c3P5zaFb/Vvei7FBglaO4+Ryga5b91pHQ8swoczJl9bhJ5m3Lqj3Cs4xZRoHq0kn02LrOZQ3noHvM3t9f0XlF4a0D9H/UtUIZnVnD3Y/xtD0KX2l3dMby5E6eIomVxR8ucBeUV7pWPLNLRGE80X4empuqbEqOv7DB24dV5bZzYTW6b4yBfIR8mEPNcTWN9fh/dP18mYuqhJrfa5GFjThKs+GEAZS21zxKCG32IovZgiCQ9OnRYqyF6IMBGh9KaS7IT9LkR2EMGF+9kcFfjPdpH/ksNLa3BiA9Xx5LHSYdkAZIlGES3+UAIhVErPLpvrHlTOsy1bgyiexDOBlbLdundSnl0Q/H37a8K0CezC+mOxV3gYc8oyC0HiMXx4BBRCVokoHMQ1A4UI1iyhifncSmGrzuClQjTG2P86+9SzGG/F0YqUAh5gGr8ajNO6m+YaqmD8IkG/aEW//o8l580ASnuSJTKE5Ul5j8BdhaXZZc/EoFj9SKz3rP8/8uPVy6TIQZkUc5nxi7mHF4j2Gwq3G4cDYz87cqPuy5njc8GIKtjFHG2DTAzykdzJ/xFwasZ4VX2VGvv11+QVW7pc+tfC7eQR11LMDZod+cU9BU73KUuRedF98UuMIBe+T4bQiqH12fPk9h2iH52+VjAckvP2ecO2wQo4ZnVcsj3EzaMwB/YJeO2iEaM80Puwd4SSd3dIiiu2jxpaGqqvBHNnGNncYTfgxbLs0ccET1yQWN9Z6MpsVJEHOHU1Z2Y2krR0ZcNOboMJgnPtZvZXSSyNUnmysJOBlBa+bdmBJdv05bvGdBN1SY4fadQiMIhkKM0Vpx/rOl0OvsYrbJyBLzZBwbGIctXWV2AGi2XU5BYVwy93VtRBghMdeWlb93+wsMSZzLkQugZGdrVgrQWBdofy20luwSt4bMATBMrdIQ67kTt+04srSHF1n5eQ7cM8SperR57+upiMgoLLOmVQeeOI+ap+ReO8MNrDTq7lUGnUw0jWjyvsl/0qdLQIfuemoNEv/WgfNkxrz1kaP5mOaiMIS3IoageSak3XB8myN2AgbBHwN4cJI7WGx91gbr8R+5uOfqmgwUUruKPnJeCVM7ReQHf/KdJdZpSjpnAdEfXf8Fn4IPIMa6CgOntgUI0qum09eTCeXKXUodUvGiphi2nZzm0kyuHDsTYmTb+rhffvyjsVoTVL2pzIPc9XVb42eZxtCsigEKE+Q8OAYyZ516jfNCFU87qZ77HyoQ11dGcsTzz1dPgyuylMboY12/h64N8csOhAylYJR3DahVuTj5G7jy+YoI8wUBl/hyZElbgRgDqPdVydHcM+KbK/MQAXEdT+8yGpY11xdm0e8tqMk/IYAU56/vWcfD5zQ+hScvfqYQeLnmuQztBI6nhinIcDFdahuKlxe+4lSEXjmYR/f6isDUa9zaXXdjg1e9po+Lv+nFSBXfKhhB2zMDy2LjMiIr2/qz7/PVaP7o+nmhoPG+6hFdqyoOU7EOeZUntBF5s05uJC/6E1IE0izQGazlgK/oeI3G4BYpYDJZtGrnHVcsoZPZejupswc6hywZrS9o8SuXBkZfyvhqV8WHWNisEWCgSMLP9x7avpohiEZNzi78z2ocI849ESVyHIKRhLOrB8DmWV6LN9Qno+FwStgpthoqYtrpESM1GCnrar1Dm+ZBLQg4Ony6HD5q+fA8j+3MktUFahxtLrQb/rXLeEV2ZEg6kDbvVGgkT8FSk4/PXJIaVwM5Tle7pM1e2BCaWVhk4eIimP6Aa8/kMcc6DMABnG0QUiXCEeGU8pJ8zr/XnS3EzNYdy/ApIC0ZfMCjkr/WwpEBFUiz0XmeUSfKPbPQsxea3BZphOHahqqlno7domFEKCiFsbwB7uAWjjDzYM8jLC80xs8GD97oYaUJGtnjyeBtUyDRR0heKfvIhKFFnTiiUcuJAWPzDJSR+dmyNFu1+fgyiT+8PmU+igHS7kbOlnbiKuwU9r4QCOn1T4VGPf1kPIaOodUydROZJO9AblcZjKuYJxOlrZBDuTDkao7MT5HW+bwnDm50BTPa8IWbans9imeNqDSGcScxKlqYWZEoTYdcbeQ8WvdZIuiitTAFLIaumhqZfGpCtGF2Y1BT1/dwSgVEjyttmGUX56qTSdtcCJpDxGTHNitU32Wu2VTYoTeMtezFf+Xah3sXdWNjhFPuNC3nGzBiYiIfp2nQ6t3Ji2Vd9dhRn8JTpFLNsd/v80gsRTQZRwgWAqAVGCpqF+CPPmoeZEzyDhnyhsCAyZHFuIPRmjYPWT4lzCuemJUZxtCReE9UUcuUuOinbCh7p1j0yjoomdXtiPmtZKZURGIOMX7dtSqfccGB4hcqtFVwlf/q6qugzb6pgc5jnoHh6ZcNttU8yrMab/mrFknOuwj1JSmyQc0HNDrOYXoMaI7350TCp8xHtUIpmdiR91nACRSibGmiCZyWgxQgZNgdq6/DJ+x4DcFwxaoUUvZksGNDwlHqpnRiGkVkWYMtx1M0mONylIZbWaHfAdko48HWi+uSSc4xq7M+BIILUThGGWz+pXwqnksG2c+0vyCQSWOeqzujk0phZL32MpVOTLMiSgAdAcWHBUb1zNWcV/PYUKZX4lBBRJBm5mnvMoQwE83UQlIknoBK9oOxBkWwHfTQukXDmtrnZt0eLSqVMKRAeWKAMgn6lGrh1FdTzEXFN+lQI9iUIVu9qeO/Ak/NYRN9u7prMWHd/Q4A5Fc9mOo610FXVBR69jDBd+/1O/eebVm3bTJdbM/ggZizKjtW8GimHrdESEMEXwnBQREg/wK8dybl7O6nlB6aOhuvqpbUoNEN3xEgQmuKZawrZ6JrMHkDccWaQAIoyTdW4TkKKj++PneeQgKNtsxhsjbrw9Tz2oymiSD1dBbSocvM28xgBeq30S0OFAqxfsfqqN7GsAaK8mE6nWoKxeAMOKjtyy4AXrsdjV6pqeaOo7I1WZo2JioIzrYSCWmZeCGzykNZdZ0hgmIymivcB2J6wJXbc1FGGiCj0jA3qkse3F3nhsx8WcNtCMHECWZvrzSPbYcd+c6BHDOde55pBc2IqVE1t2/CdvjIvtZyExUdI1VUSWzIccT79jRmZku3piUw4qjsSI0LcJxpQrWIWOb/JENeLUaoEuzZqAh+gp9HBNWhWDYwbQzJDWUOmY88I4P3W3F3FZpGN1ueTkWqTZxA7e7s0n7aiQ0rQlazwdpAAZjVcIMRPny3dqy8ln8rnNrhLM8+6CR2TIu5JxIz0ipoZXhIHL+jIhs2AbBxWOckwaISArFtu82uc7VKkZMigb53hMczSCNHFXt57nRXlbi2m4FKHttYWJl+sFk8CdxdmdOH0EGzDlwCEnTNIYrBxKP/NTsF0i2AyZW04xd3iIjFEVtiPzVMKtKiYPo0napPzPV5O6qvcT2LQAuyfL0BezXtdAsct8u9V0/0mKSo0uuLi1d0LtqAtGdj4a8EQ02iR8DIiqfuAIG1zTUQJuIXeL7cfb2ajkJA5q3jHkl8kltAx2fzDBEYSAZkmPOqKWc79jxvIaWngQXfIKPTeH/FUYWN42k5B+gmBlxDIiCPKk5Sq3fvHcZ4R3B1Mu9ua/Jacur8bBPOSomvypQpmcRfxYfW/EcuQwU8fJ83tGx3zETMaR4ORotnYiwT9lV0cky6ri55m1QiJv5MSvZ5E4rPoYhc/fL6tulSX/xJRVUp9BuX0c/xhr5XtNo8YQyencp46KSvcxRGHz93fS76yL21dd1u52+DC1MDzxvObE/B+EJwVizUeL4yRbT2bamJGlpLmQ4Cb0AQwsxvOgAgSkNXjR5NDaTN7jgQ2y+ej2xiB3PJa7uUNqgtt1e+QY+r/pE1fLVS1Eq7wFm3OV8ZTMC9t/ALMI3b19de0asD7fRKJ1nhIrn6JdJqYvPY0jrQW2xHtufVng/qYaPezIW7gBq8KAZKsO5PwjOe8n50SDZ+2PIn+6KA9D1hluvbphtxkufut5hNzrHOP36K7CFtMEc+fxPTCcT56Jf5uzv8VJMRGYIy7Bb4vf1A04kKhN1rUpP1Mft8PsYUU7LqFtI8YQhOg90psxJcqi6qm9wdlJ+/AyWi7RTIyWMYkk1eYE4/UPZNk5Kn/83D6UozrEAKXbMr+NqCgYc+cgN9mYFI1JWnsnEqu5ziMJJl1Gjy1DpCMHuFWFd9riFEcte0mX09RX49bh3QQR4U9wM+90eeb32sK8n+4fWJ5LUkpjq3T5Cd+M4J1tjVHCQOHRmgKhes8vcy6kKa3d5bTBaZMxaR0rdEDWIhrrjfNEqmPoXb6FanANqA24WyiceztoiXgSEW3oQBADXHV8pHC08RJGITrfDFXIvSqhSmA/snXDyFW891teDF5T0x5fB2CaLiETY2d6N/BeRVUH7HDubJ2NmYye/MlWjCTCUh17pKDOT7pm1WPD/9EKlRWbfdiXPK80xOjlOn/xYTUU6Hik07IgYaOTVk9yq8NiQRhXuWWFFmuNJ0NUbnVoI3piImSGqL7mXyKqiUbPZ6l+0RrjSJJmBrjFFhVFel2yrdUHlBCR2UJtumSi8e8oQxDsSBxUDtIt3Dj1NcThI/Rci0SZcm0jTDfMfKQaFm/Url9Lh88zInxsQUXzj5Uhoz2MJWiLGd32P5+X4ex7lWnngXRsX2B+VJ8SVTc0wpAMgmVik2jUytnIUm+8p68Or6+UN2cpCsZty8JgHROCM43ovWDTELoxrG4GbCxMgA69mUvtU++xRmRtugisYOFU0iXMRbL0eYK0KxUZm9fqw+SDwkGFchKFPyZEKHNKK/94NTSo7rGfkKIIDsVIBpGpqVjkdz1BZHMJPYZiGMUl6vrb9DGK2BiKEaPBlQrIHsAIZQVNadjHAMWWy6Mj89x7vHLcL/adL5rEo4YbpIf8UMT84myqfTTRKv2tThhaAm66jpV03uJg3peCdJaHu9Q852rR8ZvRWsyIGkfZN+q/TIhHYx9CW7kBIgbON6idlLUHV+l0jDsTuNZ2zYwqluQOgiwVGMUpz7Y8fUIc2eNFpjzLMUiEOlW+T6DZcb59QE2lYGntADyDOC75xDCrN2PrfgTI9X+cms7jQIuirxKjpsuSvfudybSaAuijI7fC0Qr9enhELtgFcu4MFt3IWQXDxbQDjoFmBVt6SlbCyybn8CKIT5doftyJysOvhjcin9TzLHZCmeBolNopUsZ28hEC/R5COO4hh49aHSKGaQuQRYY0NEoiWj2RanyDUP4NgvznWubPUtAzSwvnU+x8PKDQxwHxDhjsynfdrkH3fHsQ7AGbuNrvFuRE+r5/luHwresyjH745tqh0rnc8zQqPe08PZyxRAvnNF3Ov3ZqvF9xhu+L3rYmKkLHsF6yvh6ReWUo9te865dljxoByJHISchO0yhgrfvlQ1GJNK/FgrHN5cp0akFoguwRQuzKdYEwWBCATy37mhy2c8TDZjNy1+iSm99KOs60Wp4vpMTZ3arTTCEl8LmdFtdbMsfscabQSgODYHs8fLJMfFjLRjMcF1O11xtVs9dig/j3o/18JQ5ikZwRUYY87mPhSocmg74uTAfWKto5USs+Jl5JGji1Jo0XCt3Vkr3maIXI0RsfjH13dqNry4RMEIyf+CCDlQm92X5H0xpsIHdaZdAXAdAhHU8DSKRk7nQPsZ11Yug1FbZ/5e0x2c1QYcvncJ+VXInI//6etzhroR6G7zt6tRNMdU2acy5j/SC2Ymrs5zwuWpDdFU8eJp12cu7ek+YOrLdkGOl3tM6WHCcKyvdxtPv9dzAtwXyNlNqLDIh0UgQEYp3c42pJ2nsfi8c/3dBM8q6u/VRZzVHSLnVH8NT4SpDVwIVlcHhqxwazrFMWaHgtVx3V32lOU3jpu8XGjux5eNT7oB+t4z3edlPPIE+Yd7ePboNWo0aRiEnMmQ8Uv306zE703nY2RjXS406Je/T1Oc/pQ527hb5S7+kCP09amQ1FAuelE7XMNfJFeoprEvbaBLTgMlmjY2FpNkavegRB9Cp8yllN4y36mxJLC9JWsRR/ZYC2a5+HatG+Nlk0Mdgymz3OPh+sDwOZbh1VOVlBgKVxQXhgC+tO8ssWGQ8yMvDby+ypadcGs+J4ljObZaJ8Ujx2UeBmQZ4/bO7Qw5VROMdUNyGHmMOP5dZnBwi6zUhIJ7AQzAcwEZ6cv7D6SPuLgzmSYiLWMyfV/EenR9rPMKmHw169xwnHszrt0uGvJ8t0pm1YI0dODAeT4Sb1PVVF+FtewdAqFwn4xds1uH6IGuxNiFIWpVGVi1wLs9Mev60Lw4RRcGmnA1iLAQWHu0YSXAmpi3b7BQ3QDfYKKcxQvWqDu07LcP5hImza2jt9Vg2RHTPPvt6mt3UICy4AYxFeSFM3fy5VYkagHAkb4ji0AC/uICG+Q8RpWAlyY8ObYXQDqSYhd1Ct/+wfXzjuZCvHaRGpHExAFzjU6CRibkUgygGVTnq+JTtBcmxTh6Gxa0s4R1JbPIkhttYyWCq2RpkEETZMwypNGb96zrezm/XOyi25yPX6gzEMCLfjYFHevBAxi8qWzlju/t9miDLOQoc0dJP+CKMGrKK7iQwNE+AvY9WkxnbIC8iRkJclNI9xrW6kvXk2nlh3bmoIHtrTgYsqAXBdZ6CRfCXW26xWSQJsQtszJr/HGEnVoL8nE0u7fiSvVkBtOHhc5Mz/m4N3QAG87up7M4hEHrciqT4HrTZ8Es2RCe0cp2l0J+KmBjrodFDlEJKt0BWNO30mOcS3INJZWFEGViwAoYVU1X9ZX/Ww4MxSp9fIXLGPb4/jf5Sjl+Gzc5z3AMNyOm0kdY0FkcmeQ6pxTGch4Mo5Tsac4t1DgG9lW4R1nOMZJJDQZgyJx1xZanb7xq55FryCN6fdM9Hu8WvnjL2h9dP+9ToHbK4WVM9dVeGxmGkzES0YZWjf697pJPOXt5AYgeQb/j+vT8NBDUgrxeKm2vGPCFaC4jx1OWtAOMhiHCtLXHCylUsF5azIft1d0n7mqCFE9yT5u/7jbytxiTFeNpLuS1JW2kB6oMwqt+XgFVmY3rL8LA9R1P9mfCSGt7nxEvC4PRjvGIClZroFKpRRUSE3JsYtwvW67AD5L/IAKP30sQlqBh3wIKBcRVZtec4yEqW9cyKq/m7DUGHa/CD6AtHR4hl8VsVIFwyI5MW8/1TwY5SeEq1GoGAh6v5yh0xqsiAOHkHdZE7W266Xm9CMPVtaUbIctW1DQvwmrMRNap1AVXhn0RJCuo+CVnMIUTHc3ghGUYiTuIZDXm13VDr8YrN8VEzICQLfyAvy/VqX7i+kTto5BC5gCWLnwgze0WoTWP8zFeIhCrmFw6fMMaE8Db3rHsSGeyFp/j4RlDo0iGWI5Bbq9EuxBKq6FSMDQ/Z4mGhd6cNGIVQieyruOoxuQY5jRrLcB2JzpblopOIl8V5hPjpB21chxrfKvmpytZyCbbykaLjOxYlod5TM2gCJKamDNW2qZ+Utv7Bpl6ZbvJletK4uEvG3ufsIzh1vaedq+yTuGT7h2HGWDHm8AhYLQ5CJm/AZkNqiPMvndGqoggUoE8QZx1+GHNjOz/3961bLuNhECQnf//4biZBVRRSJ6Zm20OLJJ7rJbEu/qJsCkh+jncT2+NxvwKn1luBKjgZazIjq04xcWrZJ/rPwXV1gX48j0vjMjZuDom1vPa8NXAlmM6+imgOfbbjo0zOqUEJMH7DpoBQjin42YRMs0o3EMtZhKHeI+MjPHNjhdHYglePc6pkzOy/TVwZ5UX8TeeX8Ebxmvm1iXXPSz4RUaYEZ2DJ/lldvk7baYjOoAsZbOeUbh/TRGs6SaWY/VFuG7aJ/Qv4zZ6Ylz6sZ7XwqggVZpA8KnzEVG8u7vZ9a4RctjLf76A/GcF8SjrDDCJUXoMi3sNjbu0mb+GWQfZSOaI2u84NyoPgk88kJfkXolt5x51p4jMY3IvE+ronzTqt0MrkPQBm8f0SXSr71L9S3dmCG7TJvcHhYQz+JQAmIu7asGbbSi3i5G6HXdbVSLHqIPzyS49Xtwur8V89Kj0Kvea9TNh1wFPMpUmSFH/VPE1v27PApgwsw/z8gyD2FjBX3XWo8KrW40s2slkYBZ4f9ziUIzo45aalSfYWW38GGkiE9c6XzjtyvU07wf3HsCp2gFdlaAwdWr9hnnw0KecM9gFW0ubz8ONU5ZkPxnuelQTCHNXoDzj9j7K2nfLNFkzWrmcIDIpukPCjqm6NiC1ZSMXj1jFs2RqfrypnuDlf8Coslcei4kRW1znCeNW3x9kFTP7wxPNl/moJaQq+GiJWun9QZhvFBRGnOYL5+m380In6m7EoSrQXOsJlSNoUoRzuKNCa4yTnjNQn+wNxD6ocBLjrkCdH/sOAv3RG+3B9lymfj2NToi8gSkLSWh5AMYNC/K9jbd6FXDWqwLfTQ6eufDVUuhCYf8KsGu9A0xTL8VUPXOUzIY8J7ge/b7eGehV/2VqsX0OaxianAlpEd0bt+4t9rSI+Jn12gd7VjV37dF1uyi3PxQgYeBm9ppJJW7t8du4pwCJj2RE5/urncvLvoWSX04rhbxXYzU7J3KOZHzsCj6h4nnLc4vJM0BA7pHRe+LkbYKlZPGy4ZGDnw0gfImZ5ZbczunQ15v2P7XF9PLLPvHb4oT9ev/KawcnjE+7oneHBXHijoNjyQzy7udTPnT17ACQPayrxh6O9K6+jlewTpYAAm2f8qSvfbJsuF2G8+6EEzeL+kDV5WG/MR10tT4/tZaLswk9Ki1ZTq8v/B/9fKH5izti/3XwA/cxFuk06QpYm86F0SExtBJs1QBWZBcGugdomYxS8UebFJreBk8wWg1pA6dQMVyYUD06OkyEnP+0lqHYPzCM0U9m78GdC1C9QwS6qMQuwIqpgLhm7yR16dQp3+lmUcXaelEKuU34L8BFwLTKxbEksTCeVJXoBGjtokoOWFxnQjDL4l94tExnWZTpoEOAI07+mlmcT5vmSzEaBrxUnWzdVCdB7TLk6d5VbVHJMwAkKEN2rZllz5xu4GTLXaYBcWo3DWPG+V/YpTdcUJoxTWDStuIO1/AJ1sgppzABfbzfZF3kCNAVz2HR0190ouQ7TM6nqLarkJ2d3jMfJ9u+roulvnuzQk2DmOJ0++2IbbELfOl1oVyD8zeCQyV1N899/7i32l/1KU8tVRL1bQXkaI480AF7dbHDsmxVxb0xW0mGu6voCyF31nNL7zAnfTCs/SGR28YHddzMPQvt1ZI//c/rDWrPQo3863Nu1/+bfg4KGNJDD+NiY3j/MEcIbv7oOI1gZrqVZyDMpmW+85dMtpbjyeO3GVAzkzr12p6o8eQ4nn+bYfHpfpBqagxpRYfrZt76q+a5BVDANKPekDRGTGuXgHrwrrd32y5MLUgktj/B2eTpj4gdkhS2xOCfI7cIi6qQi8OJ3O3hmTidaBbNE0C02hibtPzJbwyrivnxgtSZnsSit6nw0Yn+EEMNnYSxhib/M/GAKSRlPvjTDVjOoXd7CQq3zEMWKKOTO5WhHbDSd/Kd9zjf24nmhoIVl8KMjAxQpJDSSA4I/gGZzDjScnxvROUp+QvAcOBOfbhha/rbjOPyNwzKIc6BXWWdcWjSM0lyVNt6nFM92EkZeejWxJ6atPHvsF98r+1lc56jU4Z3WBtAbupDRci10J5mYsmL0nnHADjuKc1s87NVBY+fbl5dWlpaWvrr6ecnmpeWlpaW/npaUFhaWlpaIi0oLC0tLS2RFhSWlpaWlkgLCktLS0tLpAWFpaWlpSXSgsLS0tLSEmlBYWlpaWmJtKCwtLS0tET6B1xloLXawrylAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "im = Image.open(\"images/shark.JPEG\").resize((224,224))\n",
    "plt.imshow(im)\n",
    "plt.suptitle(\"Input\", fontsize = 25)\n",
    "plt.axis(\"off\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = model.preprocessor(im).bfloat16().to(device).unsqueeze(0)\n",
    "\n",
    "attns = {}\n",
    "def hook_attn(module, input, output):\n",
    "    attns[-1] = output\n",
    "\n",
    "patches = {}\n",
    "def hook_output_patch(module, input, output):\n",
    "    patches[-1] = output\n",
    "\n",
    "\n",
    "# Hook the last layer attention and output patches\n",
    "hook_handle1 = model.model.visual.transformer.resblocks[-1].attn.attn_map.register_forward_hook(hook_attn)\n",
    "hook_handle2 = model.model.visual.transformer.resblocks[-1].register_forward_hook(hook_output_patch)\n",
    "_ = model.encode_image(img)\n",
    "\n",
    "hook_handle1.remove()\n",
    "hook_handle2.remove()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "patch_norms = torch.norm(patches[-1].float().squeeze(0), dim=-1).detach().cpu().numpy()\n",
    "\n",
    "plt.axis('off')\n",
    "plt.suptitle(\"Output Patch Norm\", fontsize=25)\n",
    "\n",
    "im = plt.imshow(patch_norms[1:-1].reshape(patch_side, patch_side))\n",
    "plt.colorbar(im)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1500x1200 with 13 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "maps = attns[-1].float().squeeze(0).detach().cpu().numpy()\n",
    "fig, axes = plt.subplots(4, num_heads // 4, figsize=(15, 12))  # Increased figure size\n",
    "axes = axes.flatten()\n",
    "\n",
    "# Find the global min and max for consistent color scaling\n",
    "vmin = maps[:, 0, 1:-1].min()\n",
    "vmax = maps[:, 0, 1:-1].max()\n",
    "\n",
    "for i in range(num_heads):\n",
    "    im = axes[i].imshow(maps[i][0, 1:-1].reshape(patch_side, patch_side), vmin=vmin, vmax=vmax)\n",
    "    axes[i].axis('off')\n",
    "\n",
    "plt.suptitle(\"Last Layer CLS Attention Maps\", fontsize=25)\n",
    "\n",
    "# Adjusted spacing for better layout\n",
    "plt.subplots_adjust(right=0.85, hspace=0.3, wspace=0.3)  # Added spacing between subplots\n",
    "cbar_ax = fig.add_axes([0.87, 0.15, 0.03, 0.7])\n",
    "cbar = plt.colorbar(im, cax=cbar_ax)\n",
    "cbar.ax.tick_params(labelsize=12)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mean_map = attns[-1].float().squeeze(0).mean(0).detach().cpu().numpy()\n",
    "im = plt.imshow(mean_map[0, 1:-1].reshape(patch_side, patch_side))\n",
    "plt.suptitle(\"Mean CLS Attention Map\", fontsize = 25)\n",
    "plt.tight_layout()\n",
    "plt.axis(\"off\")\n",
    "plt.colorbar(im)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "test_time_registers",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.17"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
